diff --git a/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala b/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala
index 2dd45281e4169..40ac7e1cb358f 100644
--- a/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/gluten/execution/CHHashJoinExecTransformer.scala
@@ -34,15 +34,12 @@ import com.google.protobuf.{Any, StringValue}
 import io.substrait.proto.JoinRel
 
 object JoinTypeTransform {
-  def toNativeJoinType(joinType: JoinType): JoinType = {
-    joinType match {
-      case ExistenceJoin(_) =>
-        LeftSemi
-      case _ =>
-        joinType
-    }
-  }
 
+  // ExistenceJoin is introduced in #SPARK-14781. It returns all rows from the left table with
+  // a new column to indecate whether the row is matched in the right table.
+  // Indeed, the ExistenceJoin is transformed into left any join in CH.
+  // We don't have left any join in substrait, so use left semi join instead.
+  // and isExistenceJoin is set to true to indicate that it is an existence join.
   def toSubstraitJoinType(sparkJoin: JoinType, buildRight: Boolean): JoinRel.JoinType =
     sparkJoin match {
       case _: InnerLike =>
@@ -104,7 +101,7 @@ case class CHShuffledHashJoinExecTransformer(
   override protected def doValidateInternal(): ValidationResult = {
     val shouldFallback =
       CHJoinValidateUtil.shouldFallback(
-        ShuffleHashJoinStrategy(finalJoinType),
+        ShuffleHashJoinStrategy(joinType),
         left.outputSet,
         right.outputSet,
         condition)
@@ -113,7 +110,6 @@ case class CHShuffledHashJoinExecTransformer(
     }
     super.doValidateInternal()
   }
-  private val finalJoinType = JoinTypeTransform.toNativeJoinType(joinType)
 
   override def genJoinParameters(): Any = {
     val (isBHJ, isNullAwareAntiJoin, buildHashTableId): (Int, Int, String) = (0, 0, "")
@@ -226,7 +222,7 @@ case class CHBroadcastHashJoinExecTransformer(
   override protected def doValidateInternal(): ValidationResult = {
     val shouldFallback =
       CHJoinValidateUtil.shouldFallback(
-        BroadcastHashJoinStrategy(finalJoinType),
+        BroadcastHashJoinStrategy(joinType),
         left.outputSet,
         right.outputSet,
         condition)
@@ -278,12 +274,6 @@ case class CHBroadcastHashJoinExecTransformer(
     res
   }
 
-  // ExistenceJoin is introduced in #SPARK-14781. It returns all rows from the left table with
-  // a new column to indecate whether the row is matched in the right table.
-  // Indeed, the ExistenceJoin is transformed into left any join in CH.
-  // We don't have left any join in substrait, so use left semi join instead.
-  // and isExistenceJoin is set to true to indicate that it is an existence join.
-  private val finalJoinType = JoinTypeTransform.toNativeJoinType(joinType)
   override protected lazy val substraitJoinType: JoinRel.JoinType = {
     JoinTypeTransform.toSubstraitJoinType(joinType, buildSide == BuildRight)
   }
diff --git a/backends-clickhouse/src/main/scala/org/apache/gluten/utils/CHJoinValidateUtil.scala b/backends-clickhouse/src/main/scala/org/apache/gluten/utils/CHJoinValidateUtil.scala
index 0f5b5e2c4fd5a..c52d14fcd89aa 100644
--- a/backends-clickhouse/src/main/scala/org/apache/gluten/utils/CHJoinValidateUtil.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/gluten/utils/CHJoinValidateUtil.scala
@@ -55,25 +55,24 @@ object CHJoinValidateUtil extends Logging {
     var shouldFallback = false
     val joinType = joinStrategy.joinType
 
-    if (!joinType.isInstanceOf[ExistenceJoin] && joinType.sql.contains("INNER")) {
+    if (joinType.sql.contains("INNER")) {
       shouldFallback = false;
     } else if (
       condition.isDefined && hasTwoTableColumn(leftOutputSet, rightOutputSet, condition.get)
     ) {
       shouldFallback = joinStrategy match {
-        case BroadcastHashJoinStrategy(joinTy) =>
-          joinTy.sql.contains("SEMI") || joinTy.sql.contains("ANTI")
         case SortMergeJoinStrategy(_) => true
-        case ShuffleHashJoinStrategy(joinTy) =>
-          joinTy.sql.contains("SEMI") || joinTy.sql.contains("ANTI")
         case UnknownJoinStrategy(joinTy) =>
-          joinTy.sql.contains("SEMI") || joinTy.sql.contains("ANTI")
+          throw new IllegalArgumentException(s"Unknown join type $joinStrategy")
+        case _ => false
       }
     } else {
       shouldFallback = joinStrategy match {
         case SortMergeJoinStrategy(joinTy) =>
           joinTy.sql.contains("SEMI") || joinTy.sql.contains("ANTI") || joinTy.toString.contains(
             "ExistenceJoin")
+        case UnknownJoinStrategy(_) =>
+          throw new IllegalArgumentException(s"Unknown join type $joinStrategy")
         case _ => false
       }
     }