If we accept your logic, then believing gravity to be the answer to "why things fall" would shut down scientific inquiry?

On the contrary, it was belief in the creator that opened up scientific inquiry in the minds of Johannes Kepler etc.

That the universe was not chaotic, but created by a personal being, led them to think there must be some order to it that could be studied.