Confusion and different meanings appeared on the reductionism discussion by philosophers and scientists because central belief of reductionism was neglected and surface layer of reductionism was paid attention.Research of the several of argument from closed causation,explanatory exclusion,mysterious connections about reductionism will be beneficial to reveal the central belief of reductionism,correctly appraise reductionism and scan the nature of explanation,standard of knowledge and path of contemporary science.