Deep Creek is a stream located in Middlesex County, New Jersey. It appears on the Arthur Kill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 13.12 feet (4.00 m) above sea level. The nearest populated place is Tremley Point, approximately 0.4 miles to the ENE.