>As a cliche that's become very easy to repeat, but I've yet to see a postulated mechanism by which it could actually happen that isn't pure SF.

Destroy the available (cheap) supplies of fossil fuels, and then trick humans into fighting each-other over the remaining food and fuel. Nasty weapons get unleashed, war over, the machine won.