How do I sue my landlord for not returning security deposit?

you might be wiser to hire a private investigator than a lawyer. When you find him, you can take him to small claims court to try and get back your deposit. I would read my lease agreement very carefully and be sure of your case before going to too much trouble. You could sue him, but it would only cost you money, and you still would get nothing until he is found.