diff --git a/src/runtime/disco/nccl/nccl.cc b/src/runtime/disco/nccl/nccl.cc
index 7b943cf83f1f..bba42ed3bdfe 100644
--- a/src/runtime/disco/nccl/nccl.cc
+++ b/src/runtime/disco/nccl/nccl.cc
@@ -67,9 +67,21 @@ void InitCCLPerWorker(IntTuple device_ids, std::string unique_id_bytes) {
   CCLThreadLocalContext* ctx = CCLThreadLocalContext::Get();
   DiscoWorker* worker = DiscoWorker::ThreadLocal();
   ICHECK(worker != nullptr);
+
   CHECK_EQ(unique_id_bytes.size(), NCCL_UNIQUE_ID_BYTES)
       << "ValueError: The length of unique_id must be " << NCCL_UNIQUE_ID_BYTES << ", but got "
       << unique_id_bytes.size() << ".";
+
+  CHECK(!ctx->comm) << "Cannot initialize CCL, "
+                    << "the previous thread-global comm still exists, "
+                    << "and has not been destructed";
+  CHECK(!ctx->default_stream) << "Cannot initialize CCL, "
+                              << "the previous thread-global stream still exists, "
+                              << "and has not been destructed";
+  CHECK(!ctx->worker) << "Cannot initialize CCL, "
+                      << "the previous thread-global worker still exists, "
+                      << "and has not been destructed";
+
   // Step up local context of NCCL
   int device_id = device_ids[worker->worker_id];
   SetDevice(device_id);
diff --git a/src/runtime/disco/nccl/nccl_context.h b/src/runtime/disco/nccl/nccl_context.h
index 9d1b8b933a83..3fb281f2cb7c 100644
--- a/src/runtime/disco/nccl/nccl_context.h
+++ b/src/runtime/disco/nccl/nccl_context.h
@@ -118,16 +118,23 @@ inline ncclDataType_t AsNCCLDataType(runtime::DataType dtype) {
 }
 
 struct CCLThreadLocalContext {
-  DiscoWorker* worker;
+  DiscoWorker* worker = nullptr;
   int device_id;
   deviceStream_t default_stream = nullptr;
-  ncclComm_t comm;
+  ncclComm_t comm = nullptr;
+
+  ~CCLThreadLocalContext() { Clear(); }
 
   void Clear() {
-    NCCL_CALL(ncclCommDestroy(comm));
-    if (default_stream != nullptr) {
+    if (comm) {
+      NCCL_CALL(ncclCommDestroy(comm));
+      comm = nullptr;
+    }
+    if (default_stream) {
       StreamDestroy(default_stream);
+      default_stream = nullptr;
     }
+    worker = nullptr;
   }
 
   deviceStream_t GetDefaultStream() {