Cave Spring is a spring located in Perry County, Tennessee. It appears on the Pope USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 444.33 feet (135.43 m) above sea level. The nearest populated place is Horner, approximately 1.3 miles to the ENE.