hi Shoji,
as Jimmy said, since the power supply works properly on one instrument, that confirms it's operating normally.
a switch failure is very unlikely, but easy to eliminate. disonnect the plugs from both sides of the switch and connect them directly to each other...which would make the LEDs on constantly when the instrument is connected to the power supply. if the LEDs return to full brightness then the switch is the problem.
if you have a volt meter, it would be good to know the voltage between the red and blue wires at the LED connector, expecting a reading of 36 to 44 volts.
if that is good, then we would measure the voltage accross the LED string itself. we would stick a steel pin into the insulation (shrink tubing) where the red wire connects to the resistor, and measure to the black wire, which a probe can access at the connector. the expected voltage is around 24 volts depending on the characteristics of the individual LED devices, usually in the range of 22 to 26 volts.
a lamp failure is indicated when the measured voltage is nearly the same at both points above.
-ron