Check the bottom of the email you can also unsubscribe there. I turned it off on mine but if someone digs up an old thread I will get notified.
"Quick Links" in the upper right corner, "Miscellaneous", "Subscribed Threads" - you can delete your old subscriptions there!
Not sure if it has been said. User CP Edit options Messaging and notifications- this is where it is save changes