The invention relates to the technical field of automatic equipment, in particular to a vacuum absorption platform with a two-dimension angle adjustment function, which comprises a base, a fixed base, a vacuum sucker, a two-dimensional angle adjustment base, an exhaust tube, and a vacuum pump, wherein the vacuum pump is externally arranged, the base is in a structure with an upper step and a lower step, the center of the vacuum sucker is provided with an absorption air cavity, the outer end surface of the vacuum sucker is provided with an absorption air slot, the two-dimensional angle adjustment base comprises a first adjustment layer, a second adjustment layer, a third adjustment layer, a vertical flexible hinge and a horizontal flexible hinge, the vertical flexible hinge is arranged between the second adjustment layer and the third adjustment layer, and the horizontal flexible hinge is arranged between the first adjustment layer and the second adjustment layer. According to the demand of users, the platform can be horizontally or vertically conveniently mounted, can be flexibly applied in automatic equipment, and provides a better loading tooling jig for optical elements, wafers, precise workpieces, and the like in the field of automation.