Skill tree will be mainly passive improvements and "when X happens, Y will trigger".
There probably won't be any real active skill mid-battle, ever. Only thing I could imagine is maybe picking up some extra loot/gold by clicking.
There is no way to unequip items (except artifacts), the dwarf will only trade you for new items!