A medical example of this is the lack of evidence for the efficacy of antihistamine against anaphylaxis. When I asked my sister (currently going through clinical school) about why, she said "because if you do a study, people in the control group will die if these things work, and we have good reason to believe they do"

EDIT: I got beaten to posting this by the only other person I told about it