ahhh thank you Claire =) I was looking on my log in page not on the profile page and found it at the very bottom.
In the Communities widget on your profile page, there should be a list of the communities you've joined. Next to each, you should see the word "Leave", followed by an X. Clicking this should remove you.
Hope this helps!
Claire