There's also the possibility that the placebo effect in this case was due to some attempt to reduce cognitive dissonance: "why would they have me take this pill

There's also the possibility that the placebo effect in this case was due to some attempt to reduce cognitive dissonance: "why would they have me take this pill if it's actually useless?" I suspect the Hawthorne Effect is the most likely explanation, though.