Yea most of the time that drilling sound is a fan hitting something. Those are really the only moving parts in the case that would give off a sound resembling any kind of drilling noise. My suggestion would be to go in and check your fans and clear them of anything that might be touching them. Even close things can be touching once the fan is turned on.
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