When conducting randomized controlled trials, the study drug is pitted against a placebo. The problem with psychedelics trials is that subjects always know when they have been given a psychedelic. The only “placebo” for a psychedelic is another drug with similar properties, because psychedelics have such obvious effects.
Alison Knopf (Fri,) studied this question.