No, you are wrong. Everyone knew thalidomide, DDT and agent Orange were capable of causing problems. But they were so good at their stated purposes that people used them in unsuitable situations.
You can't prove something is 100% safe. All you can do is test something to the best of your ability. That is exactly how science works.