Heh, Cheesesteak, I thought of that story as soon as I saw the title of the thread. At least one place it was anthologized was in Star of Stars, edited by Frederik Pohl and published in 1960, which is the book where I read it.
“…whereupon He in His lovable growly voice did say, Poop-poop-poopy…”