Madison Avenue Beach Club Leave a comment Located in the heart of Victorian Cape May offering Condos with kitchens or kitchenettes & free Wi-Fi, plus an outdoor pool & hot tub. Pet Friendly. Phone: (609) 884-8266 Address: 605 Madison Ave, Cape May, NJ 08204