Cayenne will not deter a beagle on a scent - probably won't even slow it down! Are they all "fixed?" They are notorious diggers, I am afraid no ordinary fence will be sufficient for long! Being in the house will in no way mess up their natural instincts to chase bunnies, trust me! Even city beagles who have never met a wild rabbit in their lives will take off after one, given the first opportunity!