At least 43 people have been injured, some of them critically following the crash on Wednesday evening.
Police spokeswoman Charity Charamba has told state radio that charred bodies could be seen inside the wreckage of the bus this morning.
The Proliner Bus was carrying around 60 passengers to South Africa.