That's an argument Peter Breggin, the anti-psychiatrist, brings up citing that psychotropic double-blinded placebo control studies are BS--because if the subject gets a side effect, they now know they aren't on the placebo.
But, what Dr. Breggin fails to mention is this same problem goes with all medications in double-blinded placebo controlled studies, but he selectively attacks psychiatric meds.