Leadmine Ridge is a ridge located in Cocke County, Tennessee. It appears on the Hartford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,166.01 feet (965.00 m) above sea level. The nearest populated place is Catons Grove, approximately 2.9 miles to the NW.