Just to make sure it is the game and not the system, would you be able to try it on a friend's PSOne or PS2? If so and it happens in the same place then it would be the game.
If the disc works fine then it's possible your system may have some sort of problem, possibly overheated. How long of a go did you have with the system before it gave you the "failed to load" buzz?