Don't use vegetable oil, it will turn rancid. Go to the drug store and buy mineral oil. Warm it slightly to aid penetration and apply it until no more is absorbed. Be prepared for frequent re- applications over time, but it is safe and cost effective.
"Safety... Always" Hank Metz Producer, "Biscuit Joinery Techniques" video