Cave Spring is a spring located in Union County, Tennessee. It appears on the Big Ridge Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,101.77 feet (335.82 m) above sea level. The nearest populated place is New Loyston, approximately 0.8 miles to the NE.