Surface charge and surface discharge in batteries refers to the superficial charging and discharging which occurs only on the surface of the electrodes. A lead acid battery consists of lead oxide anode and a lead cathode. When discharging, the lead oxide in the anode and the lead in the cathode get converted to lead sulphate. When charging, the reverse happens.

Surface discharge is a condition when the open circuit voltage of the battery wrongly indicates a discharged condition, when the battery is still holding charge. This too relates to chemical changes which occur superficially on the surface of the electrode.
The surface charge can be removed by applying a slight load on the battery. In vehicles, switching on the headlights for a while can help remove the surface charge.