Consider, for example, gravitation. That gravity exists is a fact. What it is and how it acts is a theory. Albert Einstein expanded Isaac Newton's work, and modern developments in physics are acting to change the theory even further. But no matter how gravitational theory changes, gravity is still a fact.
The piece is a bit scattershot but informative.