CPU fan bearings dry or collapsed, you will need to just touch the centre of the fan and if the noise disapears it needs replacing.
Could be other things, PSU or case fan, CDrom disk in drive, a wire or something catching a fan .
Martin Replying helps further our knowledge, without comment leaves us wondering.