Rattlesnake Branch is a stream located in Cocke County, Tennessee. It appears on the Lemon Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,782.00 feet (847.95 m) above sea level. The nearest populated place is Boomer, approximately 0.3 miles to the SSW.