Basically you have/had an old iron core transformer, I like them for powering circuits to be honest as I'm always in contact, the last thing you want is your 110/240vac to 12vdc is to fail...
Cheap supplies can kill.
As to why, it needs to be under load to supply the correct voltage, 2nd...