"Let's try it and see what happens" really is the core of science, all the complicated shit is just figuring out the most useful "it" to try and being extra certain that the "what happens" really was due to the "it" that you tried.

Foregoing science would mean deciding whether it works based on what your astrologer or the most recent "expert" says, rather than whether it can actually be observed (apparently) working.