try that with the gpu fan and any other fan you have, and see which one is making the noise. just press on the center of it (not the blades) to slow it doewn, and see if the noise changes or stops. when the noise does change or stop, you know which fan to replace.
edit: oh, sorry. the gpu is ur graphics card processor. (graphics processing unit)