diff --git a/query/src/storages/fuse/io/block_reader.rs b/query/src/storages/fuse/io/block_reader.rs
index f7adc1260bd12..2fa8b357631f9 100644
--- a/query/src/storages/fuse/io/block_reader.rs
+++ b/query/src/storages/fuse/io/block_reader.rs
@@ -26,7 +26,6 @@ use common_tracing::tracing;
 use common_tracing::tracing::debug_span;
 use common_tracing::tracing::Instrument;
 use futures::future::BoxFuture;
-use futures::io::BufReader;
 use opendal::readers::SeekableReader;
 use opendal::Operator;
 
@@ -39,7 +38,6 @@ pub struct BlockReader {
     arrow_table_schema: ArrowSchema,
     projection: Vec<usize>,
     file_len: u64,
-    read_buffer_size: u64,
     metadata_reader: BlockMetaReader,
 }
 
@@ -50,7 +48,6 @@ impl BlockReader {
         table_schema: DataSchemaRef,
         projection: Vec<usize>,
         file_len: u64,
-        read_buffer_size: u64,
         reader: BlockMetaReader,
     ) -> Self {
         let block_schema = Arc::new(table_schema.project(projection.clone()));
@@ -62,7 +59,6 @@ impl BlockReader {
             arrow_table_schema,
             projection,
             file_len,
-            read_buffer_size,
             metadata_reader: reader,
         }
     }
@@ -85,7 +81,6 @@ impl BlockReader {
 
         let arrow_fields = &self.arrow_table_schema.fields;
         let stream_len = self.file_len;
-        let read_buffer_size = self.read_buffer_size;
         let parquet_fields = metadata.schema().fields();
 
         // read_columns_many_async use field name to filter columns
@@ -106,9 +101,11 @@ impl BlockReader {
             let data_accessor = self.data_accessor.clone();
             let path = self.path.clone();
             Box::pin(async move {
-                let reader = SeekableReader::new(data_accessor, path.as_str(), stream_len);
-                let reader = BufReader::with_capacity(read_buffer_size as usize, reader);
-                Ok(reader)
+                Ok(SeekableReader::new(
+                    data_accessor,
+                    path.as_str(),
+                    stream_len,
+                ))
             }) as BoxFuture<_>
         };
 
diff --git a/query/src/storages/fuse/operations/read.rs b/query/src/storages/fuse/operations/read.rs
index cb4a5fe8b6dac..147eff5cc8af2 100644
--- a/query/src/storages/fuse/operations/read.rs
+++ b/query/src/storages/fuse/operations/read.rs
@@ -63,7 +63,6 @@ impl FuseTable {
 
         let part_stream = futures::stream::iter(iter);
 
-        let read_buffer_size = ctx.get_settings().get_storage_read_buffer_size()?;
         let stream = part_stream
             .map(move |part| {
                 let da = operator.clone();
@@ -81,7 +80,6 @@ impl FuseTable {
                         table_schema,
                         projection,
                         part_len,
-                        read_buffer_size,
                         reader,
                     );
                     block_reader.read().await.map_err(|e| {