Walnut Creek is a stream located in Bourbon County, Kansas. It appears on the Xenia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 843.67 feet (257.15 m) above sea level. The nearest populated place is Redfield, approximately 1.2 miles to the E.