diff --git a/pkg/scheduler/framework/runtime/framework.go b/pkg/scheduler/framework/runtime/framework.go
index d06d441644a..5c97fcf5c1a 100644
--- a/pkg/scheduler/framework/runtime/framework.go
+++ b/pkg/scheduler/framework/runtime/framework.go
@@ -449,19 +449,17 @@ func NewFramework(ctx context.Context, r Registry, profile *config.KubeScheduler
 		}
 	}
 
-	if utilfeature.DefaultFeatureGate.Enabled(features.TopologyAwareWorkloadScheduling) {
-		placementScoreWeights, err := getValidScoreWeights(f, reflect.TypeFor[fwk.PlacementScorePlugin](), append(profile.Plugins.PlacementScore.Enabled, profile.Plugins.MultiPoint.Enabled...))
-		if err != nil {
-			return nil, fmt.Errorf("placement score plugins: %w", err)
-		}
-		f.placementScorePluginWeight = placementScoreWeights
+	placementScoreWeights, err := getValidScoreWeights(f, reflect.TypeFor[fwk.PlacementScorePlugin](), append(profile.Plugins.PlacementScore.Enabled, profile.Plugins.MultiPoint.Enabled...))
+	if err != nil {
+		return nil, fmt.Errorf("placement score plugins: %w", err)
+	}
+	f.placementScorePluginWeight = placementScoreWeights
 
-		// Verifying the placement score weights again since Plugin.Name() could return a different
-		// value from the one used in the configuration.
-		for _, placementScorePlugin := range f.placementScorePlugins {
-			if f.placementScorePluginWeight[placementScorePlugin.Name()] == 0 {
-				return nil, fmt.Errorf("placement score plugin %q is not configured with weight", placementScorePlugin.Name())
-			}
+	// Verifying the placement score weights again since Plugin.Name() could return a different
+	// value from the one used in the configuration.
+	for _, placementScorePlugin := range f.placementScorePlugins {
+		if f.placementScorePluginWeight[placementScorePlugin.Name()] == 0 {
+			return nil, fmt.Errorf("placement score plugin %q is not configured with weight", placementScorePlugin.Name())
 		}
 	}
 
diff --git a/pkg/scheduler/framework/runtime/framework_test.go b/pkg/scheduler/framework/runtime/framework_test.go
index 4b6a47bc768..4922635b3ea 100644
--- a/pkg/scheduler/framework/runtime/framework_test.go
+++ b/pkg/scheduler/framework/runtime/framework_test.go
@@ -32,14 +32,11 @@ import (
 	"k8s.io/apimachinery/pkg/runtime"
 	"k8s.io/apimachinery/pkg/types"
 	"k8s.io/apimachinery/pkg/util/sets"
-	utilfeature "k8s.io/apiserver/pkg/util/feature"
 	"k8s.io/client-go/informers"
 	clientsetfake "k8s.io/client-go/kubernetes/fake"
-	featuregatetesting "k8s.io/component-base/featuregate/testing"
 	"k8s.io/component-base/metrics/testutil"
 	"k8s.io/klog/v2/ktesting"
 	fwk "k8s.io/kube-scheduler/framework"
-	"k8s.io/kubernetes/pkg/features"
 	"k8s.io/kubernetes/pkg/scheduler/apis/config"
 	"k8s.io/kubernetes/pkg/scheduler/backend/cache"
 	internalqueue "k8s.io/kubernetes/pkg/scheduler/backend/queue"
@@ -598,11 +595,6 @@ func TestNewFrameworkErrors(t *testing.T) {
 }
 
 func TestNewFrameworkMultiPointExpansion(t *testing.T) {
-	featuregatetesting.SetFeatureGatesDuringTest(t, utilfeature.DefaultFeatureGate, featuregatetesting.FeatureOverrides{
-		features.GenericWorkload:                 true,
-		features.TopologyAwareWorkloadScheduling: true,
-	})
-
 	tests := []struct {
 		name        string
 		plugins     *config.Plugins
@@ -3974,11 +3966,6 @@ func (pl *testPlacementScorePlugin) NormalizePlacementScore(ctx context.Context,
 }
 
 func TestRunPlacementScorePlugins(t *testing.T) {
-	featuregatetesting.SetFeatureGatesDuringTest(t, utilfeature.DefaultFeatureGate, featuregatetesting.FeatureOverrides{
-		features.GenericWorkload:                 true,
-		features.TopologyAwareWorkloadScheduling: true,
-	})
-
 	// 3 placements, the content doesn't matter as they're not used in the test
 	placements := []*fwk.Placement{{}, {}, {}}