The matatu, belonging to Eldoret Sacco, was on its way from Nairobi while the tanker was heading towards Nakuru.
The drivers of the two vehicles died on the spot.
The injured were rushed to Moi Teaching and Referral Hospital in Eldoret.
Locals said the area is classified as a black spot.
Source: Citizen TV