That is science. That's how it's supposed to work. Science isn't some revealed truth that can never be wrong. It's a process for understanding reality and works incrementally.
Science can also be corrupted by politics and government grants and devolve—think Lysenkoism and “global cooling”, then “global warming”, and then “climate change”.