Initial discovery in medicine is largely "try and see what seems to work". But there are many reasons why scientific inquiry just doesn't stop there and also seeks to understand the underlying mechanisms. For example, a naturally occurring product may be too difficult to harvest on a large scale. Or, a sample might not be sufficiently representative to uncover potentially deadly side effects or drug interactions. Humans are fundamentally unsatisfied to take everything purely on faith.