These transportation options in Beltsville might help your romantic trip get off to a smooth start: To get to Beltsville, book a flight to College Park, MD (CGS), which is the closest major airport, located 3.9 mi (6.3 km) from the city centre. To see more of the larger area, take a train from Laurel Muirkirk Station.