Thalidomide works on some forms of leukemia.
Sadly, Thalidomide works. The issue was that the developers never realized part of the molecular chain could invert. In the unplanned configuration it reacted differently with horrific consequences.
With proper testing, changing manufacturing processes, quality control changes, etc., the risk could be removed.