The vacuum adsorption press is a press-type machine for producing pulp products, including a quick closing press, a vacuum adsorption device, and a pneumatic manipulator device. The upper and lower movable worktables of the quick closing press can move up and down along the column, and the horizontal cylinder can drive the support frame to move back and forth along the slideway; the vacuum adsorption device includes a vacuum box, a connection tube, a gas exchange valve seat and an electromagnetic reversing valve; Including loading and unloading manipulators, horizontally moving gas tanks, lifting cylinders, arms and grippers. The utility model has high production efficiency, low manufacturing cost, low moisture content of the product and guarantees product quality.