The most pragmatic scientist realizes that, though we may not have enough data to completely isolate causation from correleation, the existence of correlation, before proven otherwise, should result in an update to your priors.
To dogmatically reject potential causation before it has been proven is a deceptively easy way to limit pragmatic progress.