Randolph is a city in Dakota County, Minnesota, United States. The population was 436 at the 2010 census. A post office called Randolp…Randolph is a city in Dakota County, Minnesota, United States. The population was 436 at the 2010 census. A post office called Randolph has been in operation since 1886. The city took its name from Randolph Township.