I was giving time for HarryT or Monkeybutt

to answer, but I'll step in.
Down is the term for the very light feathers, the downy fluff on ducks...
Therefore, you don't get down off of an elephant, you get
down (ie, downy feathers) off of a duck.
Yeah, it's a groaner.