In the "My signatures" menu, click on the "Settings" icon which appears to the right of the signature you wish to delete. Your signature opens in a pop-up. You just have to click on "Delete signature".
Before deleting a signature, make sure that it is not linked to any group or user. This information is visible under the title of your signature.