It is clear we did descend from a common ancestor of apes. The exact mechanism (i.e. why we evolved the way we did) is a subject of considerable research attention.
Actually, I think the mechanisms (natural selection, mutation, gene flow and genetic drift) are rather well understood. The specific history of evolutionary changes in the human tree is largely understood as well, but there's still lots we don't know.