diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6b74dd057e865..cc6875589c691 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,6 +26,7 @@ repos:
     hooks:
     -   id: codespell
         types_or: [python, rst, markdown]
+        additional_dependencies: [tomli]
 -   repo: https://github.com/MarcoGorelli/cython-lint
     rev: v0.2.1
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index d3065ae7b129a..6ce05ce5d679e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -334,3 +334,7 @@ exclude_lines = [
 
 [tool.coverage.html]
 directory = "coverage_html_report"
+
+[tool.codespell]
+ignore-words-list = "blocs, coo, hist, nd, sav, ser, recuse"
+ignore-regex = 'https://([\w/\.])+'
diff --git a/setup.cfg b/setup.cfg
index dbd7cce1874c8..6de5bf2173a70 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -283,7 +283,3 @@ exclude =
     # work around issue of undefined variable warnings
     # https://github.com/pandas-dev/pandas/pull/38837#issuecomment-752884156
     doc/source/getting_started/comparison/includes/*.rst
-
-[codespell]
-ignore-words-list = blocs,coo,hist,nd,sav,ser,recuse
-ignore-regex = https://([\w/\.])+