Leesburg Census Designated Place is a census located in Cumberland County, New Jersey. It appears on the Port Elizabeth USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 19.69 feet (6.00 m) above sea level. The nearest populated place is Leesburg, approximately 0.2 miles to the SW.