The tragedy of old age is not that one is old, but that one is young.

– Oscar Wilde

The Picture of Dorian Gray, Chapter 19. Lord Henry offers another of his paradoxes and apparent contradictions. But he is referring to the tragedy of being old in body and still young in mind. So his paradox makes much sense.