Rocky Branch is a stream located in Unicoi County, Tennessee. It appears on the Unicoi USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,206.52 feet (672.55 m) above sea level. The nearest populated place is Davis Springs, approximately 1.1 miles to the E.