It’s not so much placebo effect (meaning they got cured from a placebo), but a false positive (meaning it seemed they got cured, even though they didn’t). The participants were blinded to whether they were using a placebo or not.
Some studies do a third control with no treatment of any kind, not even a placebo. This can add another level of credibility to results.