Try to identify what is making this noise.
It can be the HDD, DVD-ROM, GPU cooler or CPU cooler.
I think that it`s some "feature" in the GPU that runs the fans at 100% at start-up in order to blow any existing dust out of the heatsink.
Just to make sure, open your case, start you PC, and check what component is producing this noise.