diff --git a/pyproject.toml b/pyproject.toml
index 05d78d272..b0dbb10e0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,7 @@ dependencies = [
     "matplotlib ~= 3.4.2",
     "networkx ~= 2.8.8",  # nipype needs networkx, but 3+ isn't compatible with nipype 1.8.5
     "nibabel >= 3.2.1",
-    "nilearn ~= 0.10.0",
+    "nilearn == 0.10.1",  # 0.10.2 raises error with compcor from fMRIPrep 23
     "nipype ~= 1.8.5",
     "niworkflows == 1.7.3",
     "num2words",  # for boilerplates