When an image is removed from the Image Library, it is still being stored on the FTP. In order to use the URL of the deleted image, you will need to remove it from the FTP as well. How do I access my FTP server?

Once logged in to your FTP, you can find the Image Library photos by navigating to this location: images/content/pagebuilder/.