Very similar things can be said of prison guards or soldiers; Zimbardo thoroughly documented what can happen when good people become part of a bad system.

The key preventative is supervision and scrutiny. Abu Ghraib happened primarily because a group of people in a position of power were left unsupervised. It's a matter of keeping good men honest.