What happens in the end of The Disappearance of Suzumiya Haruhi?
You are exactly right. Thats what happens in future novels. Why didn't he save himself? Because Kyon is dangerously genre-savy. And he know that breaking the stable time loop might lead to more and worse problems. So he doesn't do anything other than what he himself saw doing himself.