The nucleus of the atom turned out to be made by other particles, it was believed to be atomic, but it wasn't

In the same way in the future we might discover that what we know about DNA is wrong

Or maybe not

We'll never know for sure

We only know that we approximated our knowledge of it at the best of our current understanding of it