A fundamental symmetry principle in quantum mechanics is formulated in the framework of the standard axiomatic quantum mechanics and a new philosophical interpretation for quantum mechanics, which dissolves "difficulties" in the conventional interpretations for quantum mechanics, is presented. Moreover, philosophical phases of the fundamental symmetry principle are discussed in connection with Plato's philosophy and Oriental philosophies, in particular, Zen Buddhism.