diff --git a/web/src/components/RealtimeTable/SettingPanel/SettingPanel.jsx b/web/src/components/RealtimeTable/SettingPanel/SettingPanel.jsx
index c12334e..6fc3538 100644
--- a/web/src/components/RealtimeTable/SettingPanel/SettingPanel.jsx
+++ b/web/src/components/RealtimeTable/SettingPanel/SettingPanel.jsx
@@ -96,10 +96,11 @@ const SettingPanel = ({
 		const allColumnVisible = [...stageColumnsHiddenFromPicker, ...columnsCurStage];
 		const leafCols = collectLeafColumns({ columns: columns });
 		for (const col of leafCols) {
-			onToggleColumnVisibility(col, allColumnVisible.includes(col.id));
+			const isColCurStage = allColumnVisible.includes(col.id);
+			onToggleColumnVisibility(col, isColCurStage || (!isColCurStage ^ columnVisibility[col.id]));
 		}
 
-	}, [columnsCurStage, columns, columnVisibility, onToggleColumnVisibility]);
+	}, [columnsCurStage, columns, onToggleColumnVisibility, columnVisibility]);
 
 	return (
 		<>