diff --git a/IPython/frontend/html/notebook/static/js/notebook.js b/IPython/frontend/html/notebook/static/js/notebook.js
index 12ac322..26088b5 100644
--- a/IPython/frontend/html/notebook/static/js/notebook.js
+++ b/IPython/frontend/html/notebook/static/js/notebook.js
@@ -874,6 +874,9 @@ var IPython = (function (IPython) {
         for (var i=0; i<ncells; i++) {
             if (cells[i] instanceof IPython.CodeCell) {
                 cells[i].clear_output(true,true,true);
+                // Make all In[] prompts blank, as well
+                // TODO: make this configurable (via checkbox?)
+                cells[i].set_input_prompt();
             }
         };
         this.dirty = true;