The first 2D mica resistive random access memory (RRAM) device has been demonstrated, which exhibit unique non-Markov chain characteristic. The migration of inner K+ in mica under electrical field is responsible for this unique transport behavior. Our work shows great potential of 2D mineral materials for electronics.