Step 2: Under the "Sending mail" section, select Composition defaults.
Step 3: Remove or edit the signature from the text box. If you prefer to turn off signatures, uncheck the Use Signature box.
That's it. If you're considering keeping the signature, read Al Sacco's post at CIO.com on why you shouldn't.