A diaphragm comprising a resin layer for gas shielding, a rubber layer adapted to be adjacent to a gas chamber of an accumulator, and a rubber layer adapted to be adjacent to an oil chamber of an accumulator, the rubber layers formed on opposite sides of the resin layer. The rubber layer adapted to be adjacent to the gas chamber is formed of a mixture of butyl rubber and ethylene-propylene-diene terpolymer. Also provided is an accumulator including the above diaphragm.