Cleve Branch is a stream located in Calvert County, Maryland. It appears on the Solomons Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 35.72 feet (10.89 m) above sea level. The nearest populated place is Chesapeake Cove Estates, approximately 0.8 miles to the NE.