I have no idea what the legal implications are, but I am pretty sure she's going to win because, as you said, "she is known to evict people for no reason." She's a landlord, she knows what will fly and what won't, she was smart enough to not have anything in writing. If she is able to continue to evict people for no reason, she must know how to make it stick.
But I wish you luck, though.