The Zimbabwe-born fighter made referee Luis Pabon's count comfortably but crashed to the canvas again seconds later following a barrage of punches from Haye.
"I watched the Ricky Hatton-Jose Luis Castillo fight and I was thinking, 'That's the way it's going to be for my fight against Nicky Cook', " the Los Angeles-born fighter told BBC Sport.