diff --git a/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index e4f71214efcf..a0a7baa0da45 100755
--- a/ep/build-velox/src/get_velox.sh
+++ b/ep/build-velox/src/get_velox.sh
@@ -17,7 +17,7 @@
 set -exu
 
 VELOX_REPO=https://github.com/oap-project/velox.git
-VELOX_BRANCH=2024_06_20
+VELOX_BRANCH=2024_06_21
 VELOX_HOME=""
 
 #Set on run gluten on HDFS
diff --git a/ep/build-velox/src/modify_velox.patch b/ep/build-velox/src/modify_velox.patch
index 81560917d620..aee406c3eae0 100644
--- a/ep/build-velox/src/modify_velox.patch
+++ b/ep/build-velox/src/modify_velox.patch
@@ -68,14 +68,6 @@ index 5c7bf770a..9f897f577 100644
  if(NOT TARGET gflags::gflags)
    # This is a bit convoluted, but we want to be able to use gflags::gflags as a
    # target even when velox is built as a subproject which uses
-@@ -441,7 +446,7 @@ if(${VELOX_BUILD_MINIMAL_WITH_DWIO}
-
-   # Locate or build protobuf.
-   set_source(Protobuf)
--  resolve_dependency(Protobuf 3.21.4 EXACT)
-+  resolve_dependency(Protobuf 3.21 EXACT)
-   include_directories(${Protobuf_INCLUDE_DIRS})
- endif()
 
 diff --git a/third_party/CMakeLists.txt b/third_party/CMakeLists.txt
 index ce4c24dbe..785a2acc6 100644