Flails and baby! Get the Flail of Ages and the (can't remember it's name) flail you get from the bonus merchant in the Copper Coronet.
I'd add Bastard Swords or Longswords too (I'm not a big fan of Celestial Fury, as it loses it's effectiveness as the game goes on), in case you need a pointy weapon for certain Golems.
