File Explorer displays thumbnails for everything except the one image you actually need

File Explorer shows thumbnails for all my other images without any issue, but one specific image refuses to display a preview and only shows a generic icon. I need help understanding why this single file won't generate a thumbnail and how to force Windows to show it properly.