diff --git a/src/ansiblelint/rules/args.py b/src/ansiblelint/rules/args.py
index 272de1e271..f127026cc7 100644
--- a/src/ansiblelint/rules/args.py
+++ b/src/ansiblelint/rules/args.py
@@ -8,7 +8,6 @@
 import logging
 import re
 import sys
-from functools import lru_cache
 from typing import TYPE_CHECKING, Any
 
 # pylint: disable=preferred-module
@@ -18,11 +17,11 @@
 # pylint: disable=reimported
 import ansible.module_utils.basic as mock_ansible_module
 from ansible.module_utils import basic
-from ansible.plugins.loader import PluginLoadContext, module_loader
 
 from ansiblelint.constants import LINE_NUMBER_KEY
 from ansiblelint.rules import AnsibleLintRule, RulesCollection
 from ansiblelint.text import has_jinja
+from ansiblelint.utils import load_plugin
 from ansiblelint.yaml_utils import clean_json
 
 if TYPE_CHECKING:
@@ -66,12 +65,6 @@
 }
 
 
-@lru_cache
-def load_module(module_name: str) -> PluginLoadContext:
-    """Load plugin from module name and cache it."""
-    return module_loader.find_plugin_with_context(module_name)
-
-
 class ValidationPassedError(Exception):
     """Exception to be raised when validation passes."""
 
@@ -111,7 +104,7 @@ def matchtask(
         if module_name in self.module_aliases:
             return []
 
-        loaded_module = load_module(module_name)
+        loaded_module = load_plugin(module_name)
 
         # https://github.com/ansible/ansible-lint/issues/3200
         # since "ps1" modules cannot be executed on POSIX platforms, we will
diff --git a/src/ansiblelint/rules/fqcn.py b/src/ansiblelint/rules/fqcn.py
index 5a7b335db0..6bc44721b6 100644
--- a/src/ansiblelint/rules/fqcn.py
+++ b/src/ansiblelint/rules/fqcn.py
@@ -5,10 +5,9 @@
 import sys
 from typing import TYPE_CHECKING, Any
 
-from ansible.plugins.loader import module_loader
-
 from ansiblelint.constants import LINE_NUMBER_KEY
 from ansiblelint.rules import AnsibleLintRule, TransformMixin
+from ansiblelint.utils import load_plugin
 
 if TYPE_CHECKING:
     from ruamel.yaml.comments import CommentedMap, CommentedSeq
@@ -116,9 +115,12 @@ def matchtask(
     ) -> list[MatchError]:
         result = []
         module = task["action"]["__ansible_module_original__"]
+        if not isinstance(module, str):
+            msg = "Invalid data for module."
+            raise RuntimeError(msg)
 
         if module not in self.module_aliases:
-            loaded_module = module_loader.find_plugin_with_context(module)
+            loaded_module = load_plugin(module)
             target = loaded_module.resolved_fqcn
             self.module_aliases[module] = target
             if target is None:
@@ -137,10 +139,16 @@ def matchtask(
                     1,
                 )
                 if module != legacy_module:
+                    if module == "ansible.builtin.include":
+                        message = f"Avoid deprecated module ({module})"
+                        details = "Use `ansible.builtin.include_task` or `ansible.builtin.import_tasks` instead."
+                    else:
+                        message = f"Use FQCN for builtin module actions ({module})."
+                        details = f"Use `{module_alias}` or `{legacy_module}` instead."
                     result.append(
                         self.create_matcherror(
-                            message=f"Use FQCN for builtin module actions ({module}).",
-                            details=f"Use `{module_alias}` or `{legacy_module}` instead.",
+                            message=message,
+                            details=details,
                             filename=file,
                             lineno=task["__line__"],
                             tag="fqcn[action-core]",
diff --git a/src/ansiblelint/schemas/__store__.json b/src/ansiblelint/schemas/__store__.json
index c5c0f7902d..779dbc2527 100644
--- a/src/ansiblelint/schemas/__store__.json
+++ b/src/ansiblelint/schemas/__store__.json
@@ -24,7 +24,7 @@
     "url": "https://raw.githubusercontent.com/ansible/ansible-lint/main/src/ansiblelint/schemas/inventory.json"
   },
   "meta": {
-    "etag": "9eb5c611e25cc9e0a180119904f8dfe39c59409b37da972f66a6c60f040a3a08",
+    "etag": "097a20155bc7936b6eae292a556bb38202d34a0a333ff5cbaaa1b4d3a4cc7bf5",
     "url": "https://raw.githubusercontent.com/ansible/ansible-lint/main/src/ansiblelint/schemas/meta.json"
   },
   "meta-runtime": {
@@ -36,7 +36,7 @@
     "url": "https://raw.githubusercontent.com/ansible/ansible-lint/main/src/ansiblelint/schemas/molecule.json"
   },
   "playbook": {
-    "etag": "48d584b10235804c13de78177dcfeeba433bd4d196ef3872aac7fc26a26303f5",
+    "etag": "8ae42e48318ff6da41f6d383dc19b643221258ea6521886f834e31cb8d3a7322",
     "url": "https://raw.githubusercontent.com/ansible/ansible-lint/main/src/ansiblelint/schemas/playbook.json"
   },
   "requirements": {
@@ -48,7 +48,7 @@
     "url": "https://raw.githubusercontent.com/ansible/ansible-lint/main/src/ansiblelint/schemas/role-arg-spec.json"
   },
   "rulebook": {
-    "etag": "b8c4ddf5d8d276d7a27335f2042554b3528ad9a091f13f1ffe7241be08a9671b",
+    "etag": "8a421671574fa65a57fb0d08e45879bfa005f271aa8c0243982a84b49fb0fe54",
     "url": "https://raw.githubusercontent.com/ansible/ansible-rulebook/main/ansible_rulebook/schema/ruleset_schema.json"
   },
   "tasks": {
diff --git a/src/ansiblelint/schemas/rulebook.json b/src/ansiblelint/schemas/rulebook.json
index e312b959f7..0f13a9daef 100644
--- a/src/ansiblelint/schemas/rulebook.json
+++ b/src/ansiblelint/schemas/rulebook.json
@@ -156,6 +156,9 @@
                         {
                             "type": "string"
                         },
+                        {
+                            "type": "boolean"
+                        },
                         {
                             "$ref": "#/$defs/all-condition"
                         },
diff --git a/src/ansiblelint/utils.py b/src/ansiblelint/utils.py
index 7189272794..460bae94f7 100644
--- a/src/ansiblelint/utils.py
+++ b/src/ansiblelint/utils.py
@@ -30,7 +30,7 @@
 import re
 from collections.abc import Generator, ItemsView, Iterator, Mapping, Sequence
 from dataclasses import _MISSING_TYPE, dataclass, field
-from functools import cache
+from functools import cache, lru_cache
 from pathlib import Path
 from typing import Any
 
@@ -44,7 +44,7 @@
 from ansible.parsing.yaml.constructor import AnsibleConstructor, AnsibleMapping
 from ansible.parsing.yaml.loader import AnsibleLoader
 from ansible.parsing.yaml.objects import AnsibleBaseYAMLObject, AnsibleSequence
-from ansible.plugins.loader import add_all_plugin_dirs
+from ansible.plugins.loader import PluginLoadContext, add_all_plugin_dirs, module_loader
 from ansible.template import Templar
 from ansible.utils.collection_loader import AnsibleCollectionConfig
 from yaml.composer import Composer
@@ -1056,3 +1056,21 @@ def parse_examples_from_plugin(lintable: Lintable) -> tuple[int, str]:
     # Ignore the leading newline and lack of document start
     # as including those in EXAMPLES would be weird.
     return offset, (f"---{examples}" if examples else "")
+
+
+@lru_cache
+def load_plugin(name: str) -> PluginLoadContext:
+    """Return loaded ansible plugin/module."""
+    loaded_module = module_loader.find_plugin_with_context(
+        name,
+        ignore_deprecated=True,
+        check_aliases=True,
+    )
+    if not loaded_module.resolved and name.startswith("ansible.builtin."):
+        # fallback to core behavior of using legacy
+        loaded_module = module_loader.find_plugin_with_context(
+            name.replace("ansible.builtin.", "ansible.legacy."),
+            ignore_deprecated=True,
+            check_aliases=True,
+        )
+    return loaded_module
diff --git a/test/test_task_includes.py b/test/test_task_includes.py
index 3b02d00ce5..9f962132c1 100644
--- a/test/test_task_includes.py
+++ b/test/test_task_includes.py
@@ -1,4 +1,6 @@
 """Tests related to task inclusions."""
+import sys
+
 import pytest
 
 from ansiblelint.file_utils import Lintable
@@ -9,7 +11,14 @@
 @pytest.mark.parametrize(
     ("filename", "file_count", "match_count"),
     (
-        pytest.param("examples/playbooks/blockincludes.yml", 4, 3, id="blockincludes"),
+        pytest.param(
+            "examples/playbooks/blockincludes.yml",
+            4,
+            3
+            if sys.version_info >= (3, 10, 0)
+            else 4,  # 3 with py310/ansible2.16, or 4 with py39/ansible2.15,
+            id="blockincludes",
+        ),
         pytest.param(
             "examples/playbooks/blockincludes2.yml",
             4,