Why can't you just click 'unsubscribe' in the bottom of the email?

If they don't provide the unsubscribe option as a one-click option, mark their emails as spam. It's harsh, but getting flagged for spam when they won't stop spamming you or providing the required one-click opt-out is their problem, not yours.