It certainly cancels their membership (so for example they can't view any pages that only have read permission for members).
However I believe there is currently a bug in that if someone has signed up for notifications on a group and then have their membership revoked, they still receive notifications.
I have started working on a fix for this, and will put it onto the site when it's done and tested.
Thanks
Voice Admin