That's not how placebo's are done. If the researchers know whom is getting the placebo the results are worthless, hence the double blind part.
And the placebo effect is real, in some people, some of the time. They did one with pain pills (and also found different colors had a higher effect rate for different conditions,) and for pain pills after they were given the pills they were administered nalaxone, and opiate antagonist that forces those drugs off of the receptors and reverses their effects, and the pain relief of those both experiencing effects from the placebo and those feeling the opioids were reversed.
Strongly suggesting the placebo fooled their body into releasing it's own endogenous opiates.
It was in a New Yorker article, The Power of Nothing, with a bunch of other interesting material:
https://www.newyorker.com/magazine/2011/12/12/the-power-of-nothing

