If you go back to TAoA:M, Flower Power lesson, notice how he makes the leaf. He doesn't just connect the cp's to close the leaf, he adds a cp outside the leaf, ,then on the leaf then another one outside the leaf he then deletes the outside cp's and that'll give you a straight spline.
Eric showed an excellent example.