Click on the Profile link at the top, make sure the option "Select Notification By Default" is set to "No". Make sure you type your password in the appropriate field otherwise the changes wont be made. THen click the Update button.
Next click on the "Subscriptions" tab at the top of the Profile page, and unsubscribe from any threads you are already subscribed to.