Round Bay is a small community in Severna Park, Maryland, named after the body of water upon which it sits. Round Bay has about 230 homes and 3 piers with beaches. It is about 6 miles from the state capital of Annapolis. Around 1906, Round Bay originated as a railway extension that took passengers to the beach.