The fact that science is continually updating itself is the reason to trust it. Science doesn't rest on its laurels. It doesn't say "Well, solved that one! Don't ever have to think about that again!"
Science is continually re-evaluating itself in light of new information, discarding conclusions that are no longer supported by evidence, and making new ones based on new understandings of the elements involved.