I think the lumping of various disciplines into "science" is unhelpful in this context. It is reasonable to trust the results of the last round of experiments at the LHC far more than the occasional psychology paper that makes the news.

I've not seen this distinction made as starkly as I think it really needs to be made -- there is a lot of difference between physics and chemistry, where one can usually design experiments to test hypotheses; to geology and atmospheric science, where one mostly fits models to data that happens to be available; to psychology, where the results of experiments seem to be very inconsistent and publication bias is a major cause of false research results.