A couple of options are availible to you, use a wand of cloudkill from out of sight, buy a potion of absorbtion from roger the fence in the sewers so you have resistance to electricity which is what their attacks do, summon a fire elemental, by the shield of Balduran from the bonus merchants this reflects their attacks, protection from electricity scrolls or spells.
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