Here's an example of the scientific process, adjusting our understanding of how the world works, on a related topic:
Weak nuclear force is less weak
So, it turns out a change in our estimate of the weak nuclear force means our Sun is more energetic than we thought. Even though the details have changed, it doesn't mean that all atomic science is wrong.