Rock Quarry Branch is a stream located in Tishomingo County, Mississippi. It appears on the Belmont USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 479.07 feet (146.02 m) above sea level. The nearest populated place is Neil, approximately 2.6 miles to the SW.