diff --git a/server/schedulers/evict_leader.go b/server/schedulers/evict_leader.go
index 0f4c7d5183a..83dbf306772 100644
--- a/server/schedulers/evict_leader.go
+++ b/server/schedulers/evict_leader.go
@@ -278,15 +278,29 @@ func scheduleEvictLeaderBatch(name string, cluster opt.Cluster, storeRanges map[
 func scheduleEvictLeaderOnce(name string, cluster opt.Cluster, storeRanges map[uint64][]core.KeyRange) []*operator.Operator {
 	ops := make([]*operator.Operator, 0, len(storeRanges))
 	for id, ranges := range storeRanges {
+		var filters []filter.Filter
 		region := cluster.RandLeaderRegion(id, ranges, opt.HealthRegion(cluster))
 		if region == nil {
-			schedulerCounter.WithLabelValues(name, "no-leader").Inc()
-			continue
+			// try to pick unhealthy region
+			region = cluster.RandLeaderRegion(id, ranges)
+			if region == nil {
+				schedulerCounter.WithLabelValues(name, "no-leader").Inc()
+				continue
+			}
+			schedulerCounter.WithLabelValues(name, "pick-unhealthy-region").Inc()
+			unhealthyPeerStores := make(map[uint64]struct{})
+			for _, peer := range region.GetDownPeers() {
+				unhealthyPeerStores[peer.GetPeer().GetStoreId()] = struct{}{}
+			}
+			for _, peer := range region.GetPendingPeers() {
+				unhealthyPeerStores[peer.GetStoreId()] = struct{}{}
+			}
+			filters = append(filters, filter.NewExcludedFilter(EvictLeaderName, nil, unhealthyPeerStores))
 		}
 
+		filters = append(filters, &filter.StoreStateFilter{ActionScope: EvictLeaderName, TransferLeader: true})
 		target := filter.NewCandidates(cluster.GetFollowerStores(region)).
-			FilterTarget(cluster.GetOpts(), &filter.StoreStateFilter{ActionScope: EvictLeaderName, TransferLeader: true}).
-			RandomPick()
+			FilterTarget(cluster.GetOpts(), filters...).RandomPick()
 		if target == nil {
 			schedulerCounter.WithLabelValues(name, "no-target-store").Inc()
 			continue
diff --git a/server/schedulers/scheduler_test.go b/server/schedulers/scheduler_test.go
index fd77265dd98..5841df4e773 100644
--- a/server/schedulers/scheduler_test.go
+++ b/server/schedulers/scheduler_test.go
@@ -19,6 +19,7 @@ import (
 
 	. "github.com/pingcap/check"
 	"github.com/pingcap/kvproto/pkg/metapb"
+	"github.com/pingcap/kvproto/pkg/pdpb"
 	"github.com/tikv/pd/pkg/mock/mockcluster"
 	"github.com/tikv/pd/pkg/testutil"
 	"github.com/tikv/pd/server/config"
@@ -266,6 +267,40 @@ func (s *testEvictLeaderSuite) TestEvictLeader(c *C) {
 	testutil.CheckTransferLeader(c, op[0], operator.OpLeader, 1, 2)
 }
 
+func (s *testEvictLeaderSuite) TestEvictLeaderWithUnhealthyPeer(c *C) {
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+	opt := config.NewTestOptions()
+	tc := mockcluster.NewCluster(ctx, opt)
+	sl, err := schedule.CreateScheduler(EvictLeaderType, schedule.NewOperatorController(ctx, nil, nil), core.NewStorage(kv.NewMemoryKV()), schedule.ConfigSliceDecoder(EvictLeaderType, []string{"1"}))
+	c.Assert(err, IsNil)
+
+	// Add stores 1, 2, 3
+	tc.AddLeaderStore(1, 0)
+	tc.AddLeaderStore(2, 0)
+	tc.AddLeaderStore(3, 0)
+	// Add region 1, which has 3 peers. 1 is leader. 2 is healthy or pending, 3 is healthy or down.
+	tc.AddLeaderRegion(1, 1, 2, 3)
+	region := tc.MockRegionInfo(1, 1, []uint64{2, 3}, nil, nil)
+	withDownPeer := core.WithDownPeers([]*pdpb.PeerStats{{
+		Peer:        region.GetPeers()[2],
+		DownSeconds: 1000,
+	}})
+	withPendingPeer := core.WithPendingPeers([]*metapb.Peer{region.GetPeers()[1]})
+
+	// only pending
+	tc.PutRegion(region.Clone(withPendingPeer))
+	op := sl.Schedule(tc)
+	testutil.CheckTransferLeader(c, op[0], operator.OpLeader, 1, 3)
+	// only down
+	tc.PutRegion(region.Clone(withDownPeer))
+	op = sl.Schedule(tc)
+	testutil.CheckTransferLeader(c, op[0], operator.OpLeader, 1, 2)
+	// pending + down
+	tc.PutRegion(region.Clone(withPendingPeer, withDownPeer))
+	c.Assert(sl.Schedule(tc), HasLen, 0)
+}
+
 var _ = Suite(&testShuffleRegionSuite{})
 
 type testShuffleRegionSuite struct{}