That's strange. To me, it sounds like a fan is spinning up and there's perhaps a wire/cord rubbing against the fan blades. Why the fan wouldn't be spinning with other games I don't know (unless they are less taxing graphically?).
As a test, try taking the side panel off if it has a fan...