Can this be achieved with Keystore?
I don't think that fits your use case. Keystore is designed to store cryptographic keys that will be used for encryption, decryption and signing. The idea is that these keys will be out of reach of the application using them, so basically, if you need something signed or encrypted, you call a system function that has access to the keya, but you can't get the keys themselves. This protects them from compromised applications. This doesn't work for you, since you need access to the access token itself.
Is there a more secure way than using localstorage?
I'd say that if you want to protect against someone with root access, then no. You can't protect a secret from root, no matter where you store it on the device, except maybe in trusted computing platform hardware (this isn't exactly true - linux systems support security capabilities which eoot has by default, but may not be granted by some processes - but I think that's not very relevant for this discussion)
The problem with protecting from root is that root has access to everything your app can access, so even if you encrypt your access token, root would have access to the encryption key and could decrypt it.
One way to add a bit of security might be to have a service which is housed outside the device do an additonal layer of encryption and decryption of the access token based on a revokable key, so if the device was lost, you could revoke the associated key and then the encrypted access token on the device would be useless. But for this solution, you'd need to have two layers of encryption, one on the device (otherwise, you'd open up a new vulnerability by sending plaintext access tokens over the network to another service) and one on the service.
However, this strikes me as a ludicrous amount of work to protect an access token (it might make a bit more sense for a long-lived renewal token). Access tokens are generally short-lived and if you deleted an access token as soon as you no longer needed it, that would also increase security.