If you have a lease signed by the owner I think you have a case. A lease is a contract and if signed by both parties should be binding on both parties. I would encourage you to talk to an attorney; many will give you a free initial consultation.
While you might not want to be somewhere you are not welcome, you also don't want to be treated unfairly. Depending on the reason given, you may have suffered some form of discrimination.