With a lift and a FULL set of 1/4 drive tools it can be done without removing the bed.
Without these tools lift and support bed to gain access to clamp.(Optional). Or lift and slide bed rearward.(Best way).
Need a couple of helpers, it is not heavy, if empry and no add on equip. Disconnect wire connector at rear bumper.