Walnut Creek is a stream located in Atchison County, Kansas. It appears on the Oak Mills USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 769.92 feet (234.67 m) above sea level. The nearest populated place is Port Williams, approximately 1.1 miles to the SE.