10 years no fruit shouldn't be any unusual for this species from what I have seen around here.
Let it go without alteration, if you go in hard and prune you will remove lots of leaf surface area and there will be less photosytesis and that could lower the brix of the sap in the tree which might make it suceptable to disease.