How do I completely remove Membership from my wordpress

How do I completely remove Membership from my wordpress site so I can freshly reinstall it. If I just delete it from plugins and reinstall, all my settings are saved.

I think something went wrong with my initial install of Membership as I can't seem to get anything to work, so I wanted to start from scratch.