diff --git a/pyproject.toml b/pyproject.toml
index ce3c1d677..5cf48fb05 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,8 +64,7 @@ test = ["mne_bids[full]", "pytest >= 8", "pytest-cov", "pytest-sugar", "ruff"]
 # Dependencies for building the documentation
 doc = [
     "nilearn",
-    # TODO: Remove pin once https://github.com/sphinx-doc/sphinx/issues/12589 is fixed
-    "sphinx!=7.4.6,!=7.4.5,!=7.4.4,!=7.4.3,!=7.4.2,!=7.4.1,!=7.4.0",
+    "sphinx>=7.4.7",
     "sphinx_gallery",
     "sphinx-copybutton",
     "pydata-sphinx-theme",