The invention discloses a photogravure press with a deviation correction function in the technical field of photogravure presses. The press comprises a worktable, a deviation correction clamp comprises a clamp body base, a cover plate is hinged to the sides, away from each other, of the top side walls of two connecting blocks, side rolling rollers are evenly arranged in the middle of the top sidewall of the clamp body base, pressing rollers are evenly arranged at the sides, away from the connecting blocks, of adjacent faces of the clamp body base and the cover plate, thread pipe devices are arranged on the bottom side wall of a connecting plate, and thread rods are screwed to inner cavities of the front and back thread pipe devices. Through two sets of semi-circular clamping blocks on thetwo sides, the thread rods are clamped or loosened, one set of two sets of deviation correction clamps connected with the thread pipe devices can move, the correction and limiting of the paper walking track can be achieved, wrong printing caused by deviation correction of the paper is avoided, time, manpower and material resources are saved, two sets of pressing rollers press the paper, left andright deviation of the paper is prevented, and due to existence of the side rolling rollers, the paper is prevented from deviating left and right.