A method of manufacturing an optical element including the steps of: forming a through hole in a semiconductor element which has an optical section and an electrode electrically connected to the optical section; and forming a conductive layer extending from a first surface of the semiconductor element on which the optical section is formed, through an inner wall surface of the through hole, to a second surface opposite to the first surface.