Hi Shilav,
Don’t worry. Nothing is wrong with the module. Its designed to go in power down mode if it has been kept on idle mode for a long time.
You can do one thing. When the LED is off, check power supply output with multimeter. You can fing LM117 IC in this module. Check input as well as output of LM117.
Check it out and post the output values here.