This runs contrary to what I was taught in high school science classes, which was that newer science is more reliable than older science. The truth is that the old stuff that still stands is really where it's at. Most "novel" scientific findings are not true. A smaller portion will be thought true for a while, then discarded. Only a very small amount of research will stand for a long period of time.
Another thing to consider is that the scientific method and its modern, institutionalized implementation is not very old at all. You cannot exclude the possibility that some of our fundamental scientific understanding is totally flawed, and we've yet to discover how.