A placebo gets used to determine the margin of error for a particular test. The drug being tested must show significant improvements over the placebo's measurements in order to prove that it is effective.
If your theoretical Drug A performs worse than the placebo, then the effectiveness that it had should be considered to be within the margin of error, and therefore not better than taking nothing at all.