I would be cautious using olive oil due to the chemical composition. It contains mostly unsaturated fatty acids. This means they have double bonds in, and over time these can react and make a sticky substance, similar to how linseed oil cures, but not as extreme.
If you want a food grade oil, coconut is a better choice. This is mostly saturated fatty acids that don’t react.