An alternate way of expressing the same idea is that science is falsehood-finding process and not a truth-finding process. In other words, the results of each new experiment tells you which theories are incorrect. The others are all possibly correct. Occam's razor recommends you should go with the simplest one.

An another comment pointed out, this is extremely obvious from the bayesian point of view.