If you click "preload Images", the large representations of the pictures are downloaded in advance. You can run this window in the background and already start to read the page.

While the browser latches the pictures, you can make yourself a coffee and eventually enjoy the page without delays.

Hint: If you set your browser's cache preferences to "never compare document in cache with document on the Internet", you can improve the later display of the pictures.