I reset the size in the indicated settings that say image Preview max size. Not sure what you mean by rescan your images. I have since then created newer galleries after having updated the size and they all do the same thing. It should also be noted that the thumbnails once clicked, begin large in their normal size “without showing the image” then shrink to the sizes specified above.