I think the difference is that we have models that actually predict things. Science isn't just "combine stuff and see what happens" - it's "test hypotheses that lead to generalizable, simple models". We can see that apples fall from trees and predict that the future apples will fall, but science allows us to realize that that's the same mechanism which causes the sun to rise and set.