Karoo National Park, South Africa. The Karoo National Park is tranquillity set in the Nuweveld Mountains. The Karoo is semi-desert and this National Park offers the perfect rest stop between Johannesburg and Cape Town. If you come here with the intent of staying for a while you will not be disappointed. The mountains give the feeling of comfort and the open plains behind show the Karoo for what it is.