Buy a 12v transformer as indicated.

On page 5 (6700) - picture 10, part 19 is the lead from the new transformer. Discard anything else that was there before.
On page 6 - picture 1, note the transformer, this is now your new halogen transformer. use this in the exact same way as pictured.