Sure, and when some of them die, do we blame the water? Or do we examine each case and look at what the ACTUAL cause was?
If I give a vaccine to a thousand 32 year old men and then monitor them all closely for the next month, some of them will survive.
Did the vaccine save them?
Post Hoc Ergo Propter Hoc