Chestnut Gap is a gap located in Polk County, Tennessee. It appears on the McFarland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,052.96 feet (625.74 m) above sea level. The nearest populated place is Rymers (historical), approximately 1.6 miles to the WSW.