Deep Creek is a stream located in Hoke County, North Carolina. It appears on the Lobelia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 173.09 feet (52.76 m) above sea level. The nearest populated place is Mount Pleasant, approximately 2.6 miles to the NNW.