It is a United States expression. If you go somewhere, and you don't have enough money in your pocket (for something), you say, "I don't have money on me". It doesn't mean you are poor, or you have no money at all. You might be rich, you might have billions of dollars at home, but at the time, and in the place, you have no money in your pocket.