I agree with the trunk chop idea. If I had been growing this the thicker trunk would have been removed a couple of years ago so the cut had some time to start to heal.
My advice: remove the larger trunk (follow the branch collar down at an angle) then chop the smaller one above a convenient shoot or node that will see the new leader hear back toward the side the thick one is now.