Setting them to max would probably cause rebellions.

Once your regions are developed, and you've researched all the farming techs, your town prosperity starts going up. All those very poor towns eventually reach wealthy status. I suspect the tax rate has something to do with it, as the rate of town prosperity increase went down when I upped my tax from level 1 to 3.