If they match, then you’ve found your problem. Open the file in the associated program and see if it actually matches the apparently faulty thumbnail Windows created. If not, there may be a problem with the file itself.
Hopefully, the thumbnails have been recreated and are now correct. Now, open File Explorer or look at the Desktop to see if this has fixed your problem.