Collections can be deactivated, not deleted.
From the Manage Collection screen, click the trash can icon.
A pop up will prompt you that you want to deactivate this Collection. We do not delete Collections that are deactivated in the event that you make a mistake and need to reactivate it. A deactivated Collection does not appear in the Collection drop down in the main menu.