diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index de2a64c8..c539f74e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -39,11 +39,6 @@ repos:
       - id: docformatter
         args: [--in-place, --wrap-summaries=120, --wrap-descriptions=120]
 
-  - repo: https://github.com/PyCQA/isort
-    rev: 5.12.0
-    hooks:
-      - id: isort
-
   - repo: https://github.com/psf/black
     rev: 23.7.0
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index 48c41206..b96de5e9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,12 +1,3 @@
-[tool.isort]
-known_first_party = [
-    "pytorch_tabular",
-]
-profile = "black"
-line_length = 120
-force_sort_within_sections = "False"
-order_by_type = "False"
-
 [tool.black]
 # https://github.com/psf/black
 line-length = 120
@@ -19,6 +10,7 @@ line-length = 120
 select = [
     "E", "W",  # see: https://pypi.org/project/pycodestyle
     "F",  # see: https://pypi.org/project/pyflakes
+    "I",  # isort
 #    "D",  # see: https://pypi.org/project/pydocstyle
 #    "N",  # see: https://pypi.org/project/pep8-naming
 ]