Gurgling Spring is a spring located in Cocke County, Tennessee. It appears on the Hartford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,937.95 feet (895.49 m) above sea level. The nearest populated place is Licklog, approximately 0.6 miles to the WNW.