Roman Catholic Church says that the death penalty is "lawful slaying" and basis this on it being a necessary deterrent and prevention method, but not as a means of vengeance. So, if it is ineffective as a deterrent (there is some evidence that this is true) --would they reject it? Recently they have though not very vocally. Citation needed.

Last time I checked, the Vatican opposed the death penalty.