At least for a site based on Commerce Kickstart, simply edit the view, which you can get to from the gear on the cart itself when logged in:
/admin/structure/views/view/shopping_cart/edit/block
Under Advanced, no results behavior, remove the text result and summary for this block display only.
Save and you're done!