The Aztecs in particular were kind of uniquely terrible, both for their own citizens and for every oppressed pseudo-vassal-state around them. It's one of those weird accidents of history that Spanish colonizers were able to step into the power vacuum after the fall of Tenochtitlan and have at least some people genuinely think 'yes, this is better than the last boss'.