The problem with the atomic theory of matter is that it has become entrenched as an unquestionable truth now. So all chemists take atoms as a given. They are simply now trying to piece together how whatever-evidence-they-find fits in with the theory.
(There is no branch of science for which this game cannot be played. Not one.)