Leatherwood Creek is a stream located in Madison County, Missouri. It appears on the Rock Pile Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 476.35 feet (145.19 m) above sea level. The nearest populated place is Jewett, approximately 1.3 miles to the W.