The humour of the joke lies in the fact that the "moonrakers" were smugglers retrieving kegs of rum and brandy and that the horsemen were excise officials.

Wiltshire people say that the original "Moonrakers" were Wiltshire folk of Cranborne Chase, and the story goes that a party of horsemen crossing a stream saw some yokels drawing their rakes through the water which reflected the harvest moon.