A formate and methanol are produced by reacting a raw material gas containing carbon monoxide and/or carbon dioxide and hydrogen in the presence of a catalyst using a solvent containing an alcohol having a catalytic action and a critical temperature of 240˚C or less. In this connection, the reaction is caused under such conditions that the alcohol is in the supercritical fluid state.