No, it never makes any noise at all. I often use the speakers via the smartphone when the PC doesn't need them and they are always quiet, even when they are not being used.
Of course, if there is no power on the speakers, no sound is transmitted.
The only annoying thing that can happen every few months is that the speakers light up without being asked, which can be remedied by switching them off and on again.