You could just do a PhD on its own, but if you really want to be medical doctor, then you should do a medical degree first. Funding will be difficult to obtain, but you should try first the British Council in Kenya and the Association of Commonwealth Universities.
A medical degree in the UK will take at least 5 years. A PhD in the UK will take at least 3 years.