Much as it pains me to say this, tell him you’ll stop paying rent and become a nightmare for him. Tell him that the only way he’ll get you out is by gong through the courts and you’ll drag it out as long as you can. It’ll cost him a fortune.
His other option is to give you a good reference so you can move on quickly.