It is the largest town on Mount Desert Island, Maine. So, what is Bar Harbor famous for? Above all, it's known for its natural beauty, rich history, celebrity residents, Acadia National Park, College of the Atlantic, Jackson Laboratory … and, of course, delicious Maine lobster.