The invention discloses a residual anode feeding assembly and an industrial furnace with the same.The residual anode feeding assembly comprises a bracket, a vertical rack, an ascending/descending drive device, a horizontal rack and a horizontal pushing device, wherein the bracket is used for containing a residual anode; the ascending/descending drive device is connected with the bracket so as to drive the bracket to move between a first position and a second position along the vertical rack; the horizontal rack is arranged on the vertical rack; when the bracket is located at the second position, the horizontal pushing device is suitable for pushing the residual anode to the preset position of the horizontal rack from the bracket.According to the residual anode feeding assembly, the vertical rack and the horizontal rack are arranged, the ascending/descending drive device and the horizontal pushing device are arranged, and the residual anode can be conveyed to the preset position in the conveying mode of vertically conveying in the first place and horizontally conveying in the second place, so that the structure of the residual anode feeding assembly can be simplified, the area occupied by the residual anode feeding assembly is reduced, and thus cost is lowered.