Put simply, by killing us they killed themselves, because once we were dead it was impossible for us to become them in the future, and return in time to kill ourselves in the past, even though it was the present.

Lister: Put simply, by killing us they killed themselves, because once we were dead it was impossible for us to become them in the future, and return in time to kill ourselves in the past, even though it was the present.