Transformers do not work on DC voltages, a transformer is an AC only device.
I was going to say that, but there are lots of electronic 6-12V converters available. I saw one on Amazon after Dave posted about that for just over $12 that would support light loads and another for twice the amount that would carry a 10A load.
I think you're being a little strict on your definition of "transformer".
