Try this first (60 seconds)
Replace the battery—even if the remote LED still lights, the radio chip needs more voltage than the LED does. CR2032, 3V A23, or 9V depending on model. If that doesn't work, hold the remote within 6 feet of the opener and try again to rule out range loss.
