What would it mean to use the scientific method on each individual patient? You can't run a valid RCT or even an observational study with an n=1 sample size.
You can form hypotheses and test them though. That is what they do when they run the "standard" tests, but once those tests are done most doctors don't seem to be good at and/or interested in coming up with further hypotheses.