The Catholic schools essentially booted the non-Catholic schools from the old Big East by starting a new conference and deciding who gets to be in it, and then bought the name of the conference from their old conference mates leaving the old Big East to find a new name. That's one way to do it.
My guess is it was more about football than religion.