diff --git a/.ci/pytorch/common_utils.sh b/.ci/pytorch/common_utils.sh
index bf03e132d30bb..93a2f1eea25d9 100644
--- a/.ci/pytorch/common_utils.sh
+++ b/.ci/pytorch/common_utils.sh
@@ -96,7 +96,6 @@ function pip_build_and_install() {
     python3 -m pip wheel \
       --no-build-isolation \
       --no-deps \
-      --no-use-pep517 \
       -w "${wheel_dir}" \
       "${build_target}"
   fi