Due to some recent Facebook API changes there it is currently only possible to display events which you are a host of and are from a Facebook page that you are an admin of. To do this, you need a Page Access Token for your Facebook page. To display events from Facebook pages that you’re not an admin of see this FAQ for a temporary workaround, which can be seen at the bottom of this page.
Displaying your own events