I want to walk under trees. these start about waist high. we live in NM
I would do this in late winter or early spring just before it leafs out. If you do your pruning then, the tree will not waste its energy on branches you are going to remove. As Renee says, avoid over pruning, as doing so can make a globe willow susceptible to frothy flux, which can bring about the tree's demise.