It's your cold-from-the-fridge-beer phenomenon. Condensation indeed.
If you cover the pipe, which is the coolest object about, humid air will 'dump' onto the next coolest thing nearby. You may not see the condensation in every case, if the cold thing can absorb, i.e plaster on a wall, you...