You have to file a formal resignation letter. From there, they ask you why you want to leave the company. If they accepted your reason/s, they will allow you to go back in India and cancel your QID.
And don't forget, you will be ban for 2 years from the date of your departure in the airport. That's Qatar law for working visa.