Trying things based on existing understandings leads to discovery, but so does trying things "just because." It's worth pointing out that the former often involves an existing understanding that isn't actually correct.

Both activities are useful, and they're both rational because they're useful. (Obviously you can't try out every possible thing "just because," so formalized science has to prioritize.)