People know that they can get a placebo treatment, but they don’t know if they actually got a placebo or the real treatment. They’re also generally hoping both that they got the real treatment, and that the real treatment will make things better.

Maybe calling it deception isn’t fully accurate, but the the point is that they’re given something they hope is medicine, but in reality it’s the placebo treatment.