I had a lot of fan noise on my old computer. It took replacing both of the case fans to realize that was, in fact, the power supply fan that was making all the racket. The simple act of unplugging the case fans first and then starting up would have isolated the problem quicker and saved me the cost of the new case fans.
Oh well, live and learn.