Rock Branch is a stream located in Polk County, Tennessee. It appears on the Benton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 702.73 feet (214.19 m) above sea level. The nearest populated place is Benton, approximately 1.5 miles to the ENE.