Cause: I accidentally deleted a file from the rdiff-backup repository using rm instead of doing it through rdiff-backup (I was in the wrong folder and didn't notice).
Solution: Simply go to the directory that the file should be in and touch it to create an empty file, or you can probably put another file there and give it the same name.