Cool Branch is a stream located in Grainger County, Tennessee. It appears on the Dutch Valley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,001.50 feet (305.26 m) above sea level. The nearest populated place is Elm Springs, approximately 1.0 miles to the SE.