Furnace with movable beam load handling system, in particular for heating or heat treatment of ferrous or non-ferrous metallic material, comprising:—a furnace chamber extending between a furnace-loading section and a furnace-unloading section of the material along a longitudinal direction;—first beams, arranged inside said chamber and defining a plurality of main supports for the material to be treated in said chamber,—second beams, arranged inside said chamber and defining a plurality of temporary supports for the material, wherein said second beams are cyclically movable with respect to the first beams so as to impart to said material a movement between said furnace-loading section and said furnace-unloading section having a motion component parallel to said longitudinal direction.