Electron plasma waves driven by high-power laser pulses are described as an effective geometric background by means of optical metrics. The motion equations of probe photons and Hamilton expression for photons under the background of electron plasma waves are derived via Maxwell equations in the curved spacetime. The contribution of electron plasma wave to photons Berry phase is obtained and the corresponding modification to photons Berry phase in vacuum spacetime is estimated under the conditions of the present experimental facility.