Cave Spring Branch is a stream located in Monroe County, Tennessee. It appears on the Englewood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 866.07 feet (263.98 m) above sea level. The nearest populated place is Chestuee, approximately 0.9 miles to the NNE.