Ultra highly pure hydrogen and more valuable hydrocarbons are produced directly from methane in one step beyond the thermodynamic equilibrium conversion by integration of the dehydrogenation reaction and hydrogen separation with a Pd-Ag based membrane reactor at mild temperatures, and a highly active catalyst is developed under the non-equilibrium reaction conditions.