Most of the house owners are like this. Their attitude is stay if you want, otherwise go out. In West bay back side of City centre and in Al Sadd, Opposite Blue saloon there are courts. You can file a case by producing the contract. But remember in the contract there are so many clauses written. By this the owner can disturb you when you vocate the home. Better find a new house and shift.