Deep Step Branch is a stream located in Edgefield County, South Carolina. It appears on the Martinez USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 186.79 feet (56.93 m) above sea level. The nearest populated place is Fernbrook, approximately 1.9 miles to the SSW.