Along with the other suggestions, upstairs at Rowhouse and Riverside Taphouse (both in Fed Hill/Sobo) will do private party events. Usually there's a minimum spend that you have to meet, but with 20 people eating/drinking that shouldn't be an issue. Otherwise it's just like having your own private bar. Food at both places is great too!