Removing this can drive you nuts. You could just go into sidebar.php but there is an easier no-code way. Just drop another widget (Selecting Widgets under Appearance) and that will do the trick. If you don’t want anything in the sidebar just drag an empty text box into the Widgets and you’ll be good to go.Tweet
Here is a video that quickly shows you how to do this per page and site-wide.