Gate Lake is a lake located in Siskiyou County, California. It appears on the Marble Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,541.75 feet (1,689.13 m) above sea level. The nearest populated place is Mugginsville, approximately 12.0 miles to the E.