I've been listening to live playback of the Apollo 11 mission at https://apolloinrealtime.org/11/
Besides the expected static and hums, from time-to-time I hear a "thump", sometimes one, sometimes two together.
To me it sounds like someone hitting a piece of PVC pipe with a baseball bat.