On a rainy day, if there are no dark clouds, the fan will still turn, but the airflow will be very weak; plugging in the power adapter to top up the battery will allow the fan to operate normally. A rain cover that is not a louvred type should meet your needs; however, if it is a louvred type, the wind may blow the slats open, potentially allowing rain to drift inside.
By vevor