I had this issue once. What I did was roll the weight off the big pallet onto a narrow pallet which does fit between the legs of the crane.
Use a crowbar and a short block of 2x4 under it to raise one corner of the weight up about 1.5 inches and slide black pipe under the weight. Get two or...