Lingua franca actually comes from the Mediterranean Lingua Franca [1], which was mostly derived from Northern Italian languages, not French. French eventually became the "lingua franca," but it wasn't widespread (or even clearly defined) when that term started being used.

[1]: https://en.wikipedia.org/wiki/Mediterranean_Lingua_Franca