The numerical weather prediction (NWP) is facing the challenge of development bottleneck, and this article, via a comprehensive review on application of catastrophe theory to the atmospheric science for revealing the fundamental logic why the physics-based NWP methodology would be about to approach its end with some remedial measures suggested for avoiding its finality to occur, might be helpful to promote the enhancement of NWP forecasting accuracy so as to break its development bottleneck.