No, you should not leave the outdoor unit out in the rain. According to the manual, you should remove the bracket and the outdoor unit during thunderstorms or strong winds. It is also recommended that you switch off the appliance and unplug it if it is not going to be used for a long period of time. The outdoor unit requires regular cleaning and gets dirtiest when it is left outside for long periods of time.