See 62 photos and 26 tips from visitors to Casino at Ocean Downs. "6 tablemaster blackjack Organic Craps (like at MD Live) is here now too. Upvote 2. Berlin, Maryland has 1 casinos in which you'll find more than slots and gaming machines. There are a total of 10 table games. Click a casino on the left for Casinos : 1. Ocean Downs is a casino and harness racing track in Berlin, Maryland, near Ocean City. It is owned and operated by a joint venture of Churchill Downs, Inc. and.