Why do we say "zeroth" instead of, say, "zeroic" for the ordinal number corresponding to zero?

I know that “zeroth” is a coined term, but I was wondering if there was any principled reason for using the ”-th” suffix instead of something unique (as we do for “first,” “second,” and “third”).