We want to find the ratio of 'cases-with factor to cases-without factor' and 'control-without factor to control-with factor'. In the table this is determined as $\frac{A}{B}$ and $\frac{C}{D}$ We then calculate the odds ratio using $\frac{AD}{BC}$