Township of Walnut is a civil located in Atchison County, Kansas. It appears on the Oak Mills USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,023.62 feet (312.00 m) above sea level. The nearest populated place is Port Williams, approximately 2.1 miles to the E.