Keeping mice out of your dwelling can be a pain, but thankfully, there are safe ways to repel them. These little invaders have a surprisingly acute sense of smell , and certain fragrances act as their kryptonite. Spearmint oil is a common deterrent, but different smells like tea tree oil, cayenne