The questions says "childhood' nickname, which implies family and very young. Could be Lamb or Pollie but his Dad does call him Ad so I would vote for Addie. But I can't, becuase I'm not on facebook.

Adumb sounds like an adolescent nickname given by not very nice kids. Adam was hassled for being different, not dumb. Dumb is not an Adam trait.