Make sure you are logged in.
Then click "user cp" in the top left of the screen.
Then in the next screen, along the left, click "Edit Options".
Then in the second section on the right (Titled "Messaging & Notifications") look for "Default Thread Subscription Mode". Change this to "No Not Subscribe".
Scroll to the bottom, and click "Save Changes".
That should sort it for you
dp