That sounds like a cable is hitting a fan, or could be the noise made when your hard drive has data written to it/in usage.
Usually the noise suggests failure on the drive, and I'd start transferring files over to a new hard drive or get some CDs/DVDs written. (My sister's machine made this noise incessantly, and it now fails to load into Windows.)