I found this old Reddit thread (teddit link) in which a commenter four months ago recommended WFDownloader, I haven't tried it but several commenters on the original thread have said they've used it to success.
Note that Twitter is a mess right now, so any method you'd use (even going through and manually saving everything) is probably going to run into some issues.
EDIT: Also note that this is for images and video only.