Cave Spring is a spring located in Campbell County, Tennessee. It appears on the La Follette USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,099.08 feet (335.00 m) above sea level. The nearest populated place is Long Hollow, approximately 0.2 miles to the SW.