Leisure Creek is a stream located in Dubuque County, Iowa. It appears on the Dubuque North USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 604.55 feet (184.27 m) above sea level. The nearest populated place is Rose, approximately 1.9 miles to the S.