All you have to do is block the Twitter culprit.
You can block people who add you to lists for the purpose of advertising, too.
Yep, just block them.
There’s a section within your Twitter settings called “Blocked accounts” – you can access that and unblock the spammer if you don’t want to have a lot of blocked accounts.
When you block someone it will automatically keep them from following you and it will remove you from all of their lists.
When you unblock it’s as if it never happened in the first place.
Try it out and let me know if it works for you.