diff --git a/Makefile b/Makefile
index b9d8d3bb57..700527a667 100644
--- a/Makefile
+++ b/Makefile
@@ -375,7 +375,7 @@ kill-trino-locally:
 	cd ${ROOT_DIR}; docker stop trino
 
 install-protoc-dependencies:
-	pip install --ignore-installed protobuf==4.24.0 "grpcio-tools>=1.56.2,<2" mypy-protobuf==3.1.0
+	pip install --use-pep517 --ignore-installed protobuf==4.24.0 "grpcio-tools>=1.56.2,<2" mypy-protobuf==3.1.0
 
 # Docker