Leatherwood Creek is a stream located in Dickson County, Tennessee. It appears on the Ellis Mills USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 420.62 feet (128.20 m) above sea level. The nearest populated place is Ellis Mills, approximately 1.1 miles to the SSW.