Lubricate the fan.
If you are able to, then
1) Take the power supply out of the computer casing by unscrewing it.
2) Remove the cover of the power supply.
3) Carefully Unscrew the fan.
4) At the center of the fan will be a sticker. Remove that sticker.
5) After removing the sticker, there will be a small rubber cap fitted inside the center of the fan, take some sharp object or tweezers to remove that rubber cap. See this image:
http://www.dansdata.com/images/fanmaint/peel500.jpg6) Buy a small bottle of one of these:
http://ecx.images-amazon.com/images/I/21PYLXjAzRL._SL500_AA300_.jpg Its very handy. Called WD-40.
7) After removing the cap, in the cavity, spray 1-2 small drops of this spray. Rotate the fan with your finger a few times. Hold the fan and move it up and down a few times slowly without breaking anything, so that the lubricant reaches inside properly.
8 ) Re-fit everything. Be careful with the wires, they should not get stuck in the fan while re-fitting back.