Can also enable the setting to automatically expand image posts instead.
The mark as read feature (rightly) considers any interaction with the post as being 'read'.
Edit: setting can be found at Settings->Post Feed->Post Appearance->Base View Type->Full (my preferred view at least, try a few out to see what feels right)