Mount Olive Lake is a reservoir located in Macoupin County, Illinois. It appears on the Gillespie South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 599.14 feet (182.62 m) above sea level. The nearest populated place is Lake Ka-Ho, approximately 0.6 miles to the ESE.