Cold Spring Branch is a stream located in Sullivan County, Tennessee. It appears on the Keenburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,620.55 feet (493.94 m) above sea level. The nearest populated place is Cedar Grove, approximately 1.5 miles to the NW.