Let's not forget that it's only the expected return, i.e., the return as the number of trials goes to infinity. But, you don't have infinite money to spend, so there's a good chance you'll go broke before you win (depending on the variance). Another way of looking at it, it's a random walk with a bottom barrier --- once it hits zero, you're out of the game.