In the eventClick() handler, you can simply remove any .fc-more-popover objects.

Eg w. jQuery:

new FullCalendar.Calendar(div, {
    eventClick: function(info) {
        $(".fc-more-popover").remove();
        var id = info.event.id;
        // do something with id
    }
});