I heard an interview on the radio discussing how variably different individuals react to the same drugs for the same diagnosis and discussing how our genes as well as influencing the illnesses we are more likely than average to develop also influences how we respond to drugs.
Evidence based medicine is fine if you fall in the broad band of people who respond to any specific medication as expected, but there will always be a group of people who do not respond to any given medication as predicated but would respond to the medication that only helped a small group of people.
I say this with some feeling my reactions to medications can be very variable. I am allergic to penicillin. I over respond to some drugs, like steroids, and others have no effect on the condition they are supposed to remedy.