Leach Gap is a gap located in Unicoi County, Tennessee. It appears on the Erwin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,830.79 feet (862.82 m) above sea level. The nearest populated place is Unicoi, approximately 2.2 miles to the E.