Hashing is good if you don't ever need to use the actual password, but only compare it to what the user has entered. In your case, you need the password, though.
You could store it encrypted (e.g. with the Blowfish algorithm) on device.
Cargo Dock (https://github.com/pycage/cargodock) is an example of how Blowfish is used to encrypt passwords.