A "travel adapter" is made to reduce the power to electrical hair dryers, not transformers.
The LED lamp might also be burned out.
Your transformer has a rated output of 12VAC, 1667mA. Get one with a primary winding to match the mains voltage in the UK (230VAC?) and a 12VAC, 2A secondary.