Kepler famously compiled troves of data on the night sky, and just fitted some functions to them. He could not explain why but he could say what. Was he not a scientist?
Newton was a bit of a brat but everybody accepted his explanation. Then the problem turned to trying to explain gravity.
Thus science advances, one explanation at a time.