In your event dashboard click on Actions > View
Below you will see a blue button that says Visible in Gallery. This is an indication that the event album is view-able in the gallery.
Click on the Visible in Gallery button and you should get the screen below. This screen will give you confirmation that the event is not visible and the blue button will now read Hidden from Gallery.