Rocky Branch is a stream located in Bledsoe County, Tennessee. It appears on the Brockdell USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 793.32 feet (241.80 m) above sea level. The nearest populated place is Lees Station, approximately 1.0 miles to the N.