longitudinal can be thought of as vibrations; light does not vibrate from place to place. if it did, then how would it ever get from the sun to earth? (given that in between is vacuum).
it travels as a transverse electric component, purpendicular to its transverse magnetic component (so they're at right angles to eachother); both of which are purpendicular to the direction it's travelling in.