Rich County is a county located in the U.S. state of Utah. As of the 2010 census, the population was 2,264, making it the third-least populous county in Utah. Its county seat is Randolph, and the largest town is Garden City. The county was created in 1864. It was named for an early LDS apostle, Charles C. Rich.