How do we "know" all that dark matter and dark energy exist at all? Well, it's precisely because astrophysicists know so much about how the regular matter operates.
Take a step back and think of where our society stands at this point in history. We’ve seen the industrial revolution, the automotive revolution, the electrical revolution and the computer revolution.