Lake Olive is a lake located in Pine County, Minnesota. It appears on the Wilbur Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 974.34 feet (296.98 m) above sea level. The nearest populated place is Saint Johns Landing Camp, approximately 4.7 miles to the ESE.