I'm sure it will find all sorts of exciting things, even if only with the parser. quickcheck seems to be the go-to solution, and there's a small useful intro to using it for parsing here: https://adriann.github.io/rust_parser.html
From ~teymour:
You might be interested in Fuzzcheck - especially its grammar-based fuzzing support (which is especially useful for testing stages of compilation other than parsing).