Could you describe the noise?
It almost sounds like background noise that can happen when the audio isn’t shielded. This normally sounds like hisses, clicks, pops and can often vary with system load.
An easy way to test this is to disable the audio in the EVE client and see if you still hear it. If you did, that would indicate it’s not the EVE client causing the audio directly.