Just because you find some old bones in Africa does not mean all humans came from there. There has never been a large civilizations there. That continent has everything you want so why did civilization spring up elsewhere?
Advanced civilization needs clothing and tool making. And the need for strong buildings which can be secured from cold and from predators. Africa at the equator is just too warm. No need for clothing. No need to adapt.