How can a respondent unsubscribe themself?

Unfortunately, not every contact is willing to give feedback via Starred. Of course, it's possible to unsubscribe from the Starred mailing. Click on Mailing preferences just below the invitation text.

Uncheck the box Would you like to be able to receive invitations for feedback from Starred? and your respondent is unsubscribed.