Gold was discovered at Rand Mine in 1895 and a mining camp named Rand Camp quickly formed. Both the mine and the camp were named after the gold mining region in South Africa. The first post office opened in Randsburg in 1896. In 2010, Randsburg had a population of 69. There were 42 households. The home owner vacancy rate was 2% and the rental vacancy rate was 50%.