Here's how to do it:
- Log in to dropbox.com.
- Hover over the name of the folder you'd like to permanently leave and click the "..." (ellipsis).
- Click Manage permissions.
- Click the dropdown next to your name.
- Click Remove my access.
- Confirm by clicking the Remove my access button.