Richland Creek is a stream located in Randolph County, North Carolina. It appears on the Bennett USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 359.95 feet (109.71 m) above sea level. The nearest populated place is Cheeks, approximately 1.6 miles to the ESE.