How long does it take to stop taking Leuprocide to prepare for pregnancy Leuprocide is a commonly used contraceptive drug, commonly used by women. When planning to have a baby, many women will have a common question: \”How long does it take to stop taking leuprolide before you can prepare for pregnancy?\” In fact, it takes a certain amount of time for the body to return to normal after stopping the pill.