Probably leaking past the main piston seal. So when you pump it up it goes up and down with the handle? Most import jacks are difficult to rebuild and unfortunately probably not worth it. You can try bleeding it, but I don't know if it will do any good.
Do the rear wheels swivel on that jack above? Seems like it would be a pain to move around.