diff --git a/components/object_store/src/disk_cache.rs b/components/object_store/src/disk_cache.rs
index c1400c8f2c..d868823df7 100644
--- a/components/object_store/src/disk_cache.rs
+++ b/components/object_store/src/disk_cache.rs
@@ -29,7 +29,7 @@ use futures::stream::BoxStream;
 use hash_ext::SeaHasherBuilder;
 use log::{debug, error, info, warn};
 use lru::LruCache;
-use notifier::notifier::RequestNotifiers;
+use notifier::notifier::{ExecutionGuard, RequestNotifiers};
 use partitioned_lock::PartitionedMutex;
 use serde::{Deserialize, Serialize};
 use snafu::{ensure, Backtrace, ResultExt, Snafu};
@@ -642,19 +642,46 @@ impl DiskCacheStore {
             rxs.push(rx);
         }
 
-        let fetched_bytes = self
-            .underlying_store
-            .get_ranges(location, &need_fetch_block[..])
-            .await;
+        if need_fetch_block.is_empty() {
+            // All ranges are not first request, return directly.
+            return Ok(rxs);
+        }
+
+        let fetched_bytes = {
+            // This guard will ensure notifiers got released when futures get cancelled
+            // during `get_ranges`.
+            let mut guard = ExecutionGuard::new(|| {
+                for cache_key in &need_fetch_block_cache_key {
+                    let _ = self.request_notifiers.take_notifiers(cache_key);
+                }
+            });
+
+            let bytes = self
+                .underlying_store
+                .get_ranges(location, &need_fetch_block)
+                .await;
+
+            guard.cancel();
+            bytes
+        };
+
+        // Take all cache_key's notifiers out from request_notifiers immediately.
+        let notifiers_vec: Vec<_> = need_fetch_block_cache_key
+            .iter()
+            .map(|cache_key| self.request_notifiers.take_notifiers(cache_key).unwrap())
+            .collect();
+
         let fetched_bytes = match fetched_bytes {
             Err(err) => {
-                for cache_key in need_fetch_block_cache_key {
-                    let notifiers = self.request_notifiers.take_notifiers(&cache_key).unwrap();
+                for notifiers in notifiers_vec {
                     for notifier in notifiers {
-                        if let Err(e) = notifier.send(Err(Error::WaitNotifier {
-                            message: err.to_string(),
-                        })) {
-                            error!("Failed to send notifier error result, err:{:?}.", e);
+                        if let Err(e) = notifier.send(
+                            WaitNotifier {
+                                message: err.to_string(),
+                            }
+                            .fail(),
+                        ) {
+                            error!("Failed to send notifier error result, err:{e:?}.");
                         }
                     }
                 }
@@ -664,15 +691,15 @@ impl DiskCacheStore {
             Ok(v) => v,
         };
 
-        for (bytes, cache_key) in fetched_bytes
+        for ((bytes, notifiers), cache_key) in fetched_bytes
             .into_iter()
+            .zip(notifiers_vec.into_iter())
             .zip(need_fetch_block_cache_key.into_iter())
         {
-            let notifiers = self.request_notifiers.take_notifiers(&cache_key).unwrap();
             self.cache.insert_data(cache_key, bytes.clone()).await;
             for notifier in notifiers {
                 if let Err(e) = notifier.send(Ok(bytes.clone())) {
-                    error!("Failed to send notifier success result, err:{:?}.", e);
+                    error!("Failed to send notifier success result, err:{e:?}.");
                 }
             }
         }