I think, as per Qatar labor law, you'll need to obtain an NOC from your current employer/sponsor. Otherwise, if you no longer want your present job, the best thing to do is to resign. You will have to return to your country and wait up to 2 years, before you can re-enter Qatar again.

Just my 2 cents.