A (pretty long) while ago my computer was making these weird noises. Turned out a cheap chasis fan somehow had the blades scraping against the case. Ended up throwing some foam tape on it :P
Interestingly, the nosiest component in my computer now seems to be a HGST hard drive. Apparently those are, even under normal conditions, loud as hell.