Walnut Gap is a gap located in Burke County, North Carolina. It appears on the Benn Knob USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,138.04 feet (651.67 m) above sea level. The nearest populated place is Enola, approximately 3.7 miles to the NNE.