diff --git a/paddle/scripts/paddle_build.sh b/paddle/scripts/paddle_build.sh
index 7e6f610c33dcff63627113b4206a458c077ade73..837e332ec927b57200b26382b163fa07ee3cb05a 100755
--- a/paddle/scripts/paddle_build.sh
+++ b/paddle/scripts/paddle_build.sh
@@ -68,6 +68,9 @@ function cmake_base() {
     # Delete previous built whl packages
     rm -rf python/dist 2>/dev/null || true
 
+    # Delete previous built paddle cache
+    rm -rf python/paddle 2>/dev/null || true
+
     # Support build for all python3 versions
     PYTHON_FLAGS=""
     SYSTEM=`uname -s`