Kaapsehoop originally gained fame as a gold mining town once known as the Duiwels Kantoor - the Devil's Office - towards the end of the 19th century, when gold was discovered in 1882 in a small creek running through the town.
The rock field formations near the town are made up of quartzites of the Black Reef Formation of the Transvaal Supergroup.