Rice Lake (historical) is a lake located in Gentry County, Missouri. It appears on the Darlington USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 831.70 feet (253.50 m) above sea level. The nearest populated place is Albany Junction (historical), approximately 1.0 miles to the E.