Nope! It will make your home smell good, but it certainly won't get rid of your unwanted lodgers. Peppermint oil is assumed to be a great mouse repellent because, in high concentrations, it can be quite potent and mice have a very sensitive sense of smell.
How Do You Stop Mice from Climbing Walls?