Push Button Transmission

Just purchased a 1963 Dodge Dart. When I go to start my car, the oil light comes on but car won't turn over. I will sometimes pull the transmission lever up and down a few times and that will usually help and then the engine will fire once I turn over. Anyone else have this problem? Right now it won't start at all. This is my first mopar so any help will be greatly appreciated!