Hazelton is an unincorporated community in Kern County, California. It is located on the Sunset Railroad 1.5mi southeast of Maricopa, at an elevation of 771 feet .The place was known as Sunset until the railroad arrived when it was renamed in honor of Hazelton Blodget, son of a local oilman.