Can I substitute oil for butter in banana cake? Posted on October 1, 2022 By admin Yes. If you really love olive oil, you can use olive oil as a substitute for butter in order to make banana bread. However, I would suggest using a more neutral flavored vegetable oil such as canola oil or corn oil.