Great question, sometime these things can be overlooked. Below you will see a walkthrough on How To Delete A Campaign.
Select the response you want to delete by clicking on the "view/edit" link.
Click the red "delete response" button inside the pop out modal (window).
Confirm that "Yes" you would like to delete that response.