diff --git a/MdePkg/Library/BasePeCoffLib2/PeCoffRelocate.c b/MdePkg/Library/BasePeCoffLib2/PeCoffRelocate.c
index 8c91496e28..7ce55877a4 100644
--- a/MdePkg/Library/BasePeCoffLib2/PeCoffRelocate.c
+++ b/MdePkg/Library/BasePeCoffLib2/PeCoffRelocate.c
@@ -796,6 +796,12 @@ PeCoffRuntimeRelocateImage (
   ASSERT (Image != NULL);
   ASSERT (BaseAddress != 0);
   ASSERT (RuntimeContext != NULL);
+  //
+  // If the relocation directory is empty, skip relocation.
+  //
+  if (RuntimeContext->RelocDirSize == 0) {
+    return RETURN_SUCCESS;
+  }
 
   //
   // The arithmetics in this function generally cannot overflow due to the