The sound is akin to the muffled yelp of a bear shitting in the woods.
Hey, you had your famous sayin', I thought I'd throw another one in.
And yeah, it does make a sound, because the compression of air would yield, as freezed said, mechanical longitudinal waves, which is sound, regardless of any observer's presence.