I'm with Bill...hidden in there somewhere is a thermal switch that is telling the unit it is too hot and needs to shut down. Although they don't cycle much, these switches can go bad. If it isn't a bad switch, then maybe something is blocked/plugged that is allowing hot air to enter that covered space and overtemp the heater when the cover is installed.
As my son always says..did you Google it dad?
Stuart