I think he called her "cute" at one stage, so no he didn't fall for her beauty. Show me where Naruto thought Sakura was going to be his.
Why would he be like "wtf"? It was a surprise when Hinata jumped in, confessed and went to engage Pain in hand-to-hand. It would be no different if Shino or...