That's a good question, I thought that too.
You can hear the tape brush against the empty reel when they hit play. Once the music starts I don't know, I think that sound disappears. I doubt we would get this quality from the mic being used, but maybe the mic may stay on and channel 2 has input from the R2R? Or they edited in the audio track after...