Provided is a charged particle beam exposure apparatus configured as follows. An electron beam emitted from an electron gun is deformed by an asymmetric illumination optical system to have an elongated section. The electron beam is then applied to a beam shaping aperture plate provided with a plurality of apertures arranged in a line, thereby generating a plurality of electron beams. Exposure of a predetermined pattern is performed on a semiconductor substrate by moving a stage device in a direction orthogonal to line patterns on the semiconductor substrate and turning the plurality of electron beams on or off in synchronization with the movement of the stage device by use of a blanker plate and a final aperture plate.