I have heard that caps can make noises too.
Yup, cap will make a very high pitched sqeal sometimes. Probably not a good thing, might be electrolyte boiling/escaping.

If it's not as high pitched probably fans or some other rotating motor. Could be HD, CD even.
I'd suggest making a backup of important work just i case something decides to go ping.