The most embarrasing loss has to be Mundine vs Ottke.

Ottke is one of the lightest hitting champions in the history of boxing, and Mundine spends his prefight interviews talking about how Sven hits like a woman and has no power. THen what happens? He gets BRUTALLY knocked out cold after dominating the fight.