A futon is really two things: a heavy mattress and a folding frame. Split them apart and each becomes a simple, manageable load.
Pro tip: Two ratchet straps around a rolled futon mattress hold it far better than rope, which tends to slip loose.
Watch out: A futon mattress is heavier than a normal mattress of the same size; do not try to carry it fully unrolled and flopping.