Audio is normal to me too but parts of the video are sped up on purpose. Do other videos appear to have sped up audio? If it's happening on lots of videos then first check that the player isn't set to play back at increased speed.. controls vary depending on which player you're using.

If that isn't the issue then you can try reinstalling the sound card drivers. I have seen corrupted drivers do odd things like that.