Walnut Creek is a stream located in Riley County, Kansas. It appears on the Randolph USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,074.95 feet (327.64 m) above sea level. The nearest populated place is Randolph, approximately 2.3 miles to the S.