to me, the film seemed to imply that you had to continue to drink from the grail to remain immortal. That's why the knight's brothers died when they left. That would also require one who wishes to stay immortal to at least visit the temple periodically to continue drinking from it, as the grail itself cannot leave. This would also explain why the last knight was so old.