Why did Midieval people knock on wood?

It was believed that trees had spirits and to invoke those spirits you would tap on the tree, "knock on wood".

The practice tended to be a way to ask the spirits to intervene and save you from a bad out come (bad luck). This is why when you say something you do not want to come about you "knock on wood."