Cassoulet is a French stew made with meat and beans while a casserole is a type of dish that is cooked slowly in an oven. A basic cassoulet contains meat like pork, duck, goose and white beans while casseroles contain ingredients like beef, chicken, fish and/or vegetables, a binder such as rice or pasta and a crunchy or cheesy topping.