Chesapeake Beach is a town in Calvert County, Maryland. Its major attractions include a Railway Museum & Trail, the Chesapeake Beach Water Park, marinas, piers, charter boat fishing, and a Veterans Memorial Park. The population was 5,753 at the 2010 census.