Yes, some essential oils are excellent mouse repellents. Also, there are numerous commercial items that you may use that are appropriate to get rid of mice and rats. The mice-repelling smells include the scent of Spearmint, Cinnamon oil, Ammonia, Cloves, Toilet bowl freshener, and cat’s urine.