You are welcome to try, but chances are it will not work. Most registrars require you to renew before you can transfer a domain away.
If your domain has expired, it is possible to transfer it if the following conditions are met:
- The domain has to be unlocked for transfer;
- You have Auth/EPP code for the domain;
- The domain should be within the reactivation grace period from old registrar.