mainly because of safety, it is very difficult to be stored
hydrogen boiling pt is very low so to store it in liquid form u need to keep hydrogen in very low temperature (<-200 degree C) and extreme high pressure.
moreover, since the molecule is extremely small the gas can leak very easily than lead to fire / explosion hazardous (maybe u have heard the story of hindenburg 興登堡, an aeroboat blow up and claim many life).