diff --git a/pkg/scheduler/apis/config/validation/validation.go b/pkg/scheduler/apis/config/validation/validation.go
index e5b131df694..67e25c92cbe 100644
--- a/pkg/scheduler/apis/config/validation/validation.go
+++ b/pkg/scheduler/apis/config/validation/validation.go
@@ -227,8 +227,6 @@ func validatePluginConfig(path *field.Path, apiVersion string, profile *config.K
 
 	seenPluginConfig := make(sets.String)
 
-	// validate plugin config at the end because we will return the aggregated errors early if type of args doesn't match.
-	// validate plugin config at the end will will help to collect as much as misconfiguration as possible.
 	for i := range profile.PluginConfig {
 		pluginConfigPath := path.Child("pluginConfig").Index(i)
 		name := profile.PluginConfig[i].Name
@@ -244,13 +242,13 @@ func validatePluginConfig(path *field.Path, apiVersion string, profile *config.K
 			// type mismatch, no need to validate the `args`.
 			if reflect.TypeOf(args) != reflect.ValueOf(validateFunc).Type().In(1) {
 				errs = append(errs, field.Invalid(pluginConfigPath.Child("args"), args, "has to match plugin args"))
-				return errs
-			}
-			in := []reflect.Value{reflect.ValueOf(pluginConfigPath.Child("args")), reflect.ValueOf(args)}
-			res := reflect.ValueOf(validateFunc).Call(in)
-			// It's possible that validation function return a Aggregate, just append here and it will be flattened at the end of CC validation.
-			if res[0].Interface() != nil {
-				errs = append(errs, res[0].Interface().(error))
+			} else {
+				in := []reflect.Value{reflect.ValueOf(pluginConfigPath.Child("args")), reflect.ValueOf(args)}
+				res := reflect.ValueOf(validateFunc).Call(in)
+				// It's possible that validation function return a Aggregate, just append here and it will be flattened at the end of CC validation.
+				if res[0].Interface() != nil {
+					errs = append(errs, res[0].Interface().(error))
+				}
 			}
 		}
 	}
diff --git a/pkg/scheduler/apis/config/validation/validation_test.go b/pkg/scheduler/apis/config/validation/validation_test.go
index d7110aa476b..dee8b96567b 100644
--- a/pkg/scheduler/apis/config/validation/validation_test.go
+++ b/pkg/scheduler/apis/config/validation/validation_test.go
@@ -254,8 +254,8 @@ func TestValidateKubeSchedulerConfiguration(t *testing.T) {
 	goodConflictPlugins2.Profiles[0].Plugins.Score.Enabled = append(goodConflictPlugins2.Profiles[0].Plugins.Score.Enabled, config.Plugin{Name: "NodeResourcesMostAllocated", Weight: 2})
 	goodConflictPlugins2.Profiles[0].Plugins.Score.Enabled = append(goodConflictPlugins2.Profiles[0].Plugins.Score.Enabled, config.Plugin{Name: "RequestedToCapacityRatio", Weight: 2})
 
-	badPluginsConfig := validConfig.DeepCopy()
-	badPluginsConfig.Profiles[0].PluginConfig = append(badPluginsConfig.Profiles[0].PluginConfig, config.PluginConfig{
+	deprecatedPluginsConfig := validConfig.DeepCopy()
+	deprecatedPluginsConfig.Profiles[0].PluginConfig = append(deprecatedPluginsConfig.Profiles[0].PluginConfig, config.PluginConfig{
 		Name: "NodeResourcesLeastAllocated",
 		Args: &config.NodeResourcesLeastAllocatedArgs{},
 	})
@@ -392,7 +392,7 @@ func TestValidateKubeSchedulerConfiguration(t *testing.T) {
 		},
 		"bad-plugins-config": {
 			expectedToFail: true,
-			config:         badPluginsConfig,
+			config:         deprecatedPluginsConfig,
 			errorString:    "profiles[0].pluginConfig[1]: Invalid value: \"NodeResourcesLeastAllocated\": was removed in version \"kubescheduler.config.k8s.io/v1beta2\" (KubeSchedulerConfiguration is version \"kubescheduler.config.k8s.io/v1beta2\")",
 		},
 	}