Tate Cave Spring is a spring located in Marion County, Tennessee. It appears on the Monteagle USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 716.81 feet (218.48 m) above sea level. The nearest populated place is Martin Springs, approximately 1.2 miles to the SE.