Not just no defensive bonuses, there's an additional defensive penalty to be in a Marsh. I had a good game with the Dutch where I settled a city close to an opponent, bought the 4 or 5 Marsh tiles that his city wouldn't expand into (you have to buy those tiles because your city won't expand into them either), and then had an excellent defensive buffer when the inevitable DoW came.