Not true. This is what's typically inside an LED bulb:
It's what's known as a switching mode power supply which is smaller, lighter, and more efficient than a traditional transformer/rectifier (LED's want DC, not AC) supply. The drawback for this type of supply is RF radiation, which can interfere with radio reception.