That's very true! When Copernicus came up with the more correct model, saying the planets moved around the Sun, it was actually worse at predicting things than the old model. It took Kepler to work out orbits were ellipses before it was broadly accepted. So indeed, we can end up with a wrong model that works for a very long time.