Rocky Branch is a stream located in Unicoi County, Tennessee. It appears on the Erwin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,722.68 feet (525.07 m) above sea level. The nearest populated place is Bumpus Cove, approximately 0.4 miles to the ENE.