diff --git a/python/CMakeLists.txt b/python/CMakeLists.txt
index eda4ff4ca5f07..dfb92ae8ba1c8 100644
--- a/python/CMakeLists.txt
+++ b/python/CMakeLists.txt
@@ -102,7 +102,8 @@ if(UNIX)
   # loaded properly
   if(APPLE)
     set(CMAKE_INSTALL_NAME_DIR "@rpath")
-    set(CMAKE_INSTALL_RPATH "@loader_path/")
+    set(CMAKE_INSTALL_RPATH "@loader_path")
+    set(CMAKE_INSTALL_RPATH_USE_LINK_PATH TRUE)
   else()
     set(CMAKE_INSTALL_RPATH "\$ORIGIN")
   endif()