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According to the Wikipedia article on Project Mercury

Navy Lt (later Capt) Jim Lovell, who was later an astronaut in the Gemini and Apollo programs, did not pass the physical tests.

So it seems at least one of the candidates that failed the tests did later become an astronaut.