Yes, that’s how modern medicine works. Much of how the body functions, especially when it comes to the brain, is largely unknown. There are just an almost insurmountable amount of variables to control for.
For every drug that makes it to market, there are hundreds if not thousands of similar drugs that failed at some point in testing. No one knows the longterm effects of any drug in humans until humans have been taking it for a long time.