Sleeping Pills - Problems with dependence and withdrawal from sleeping pills mainly involve the benzodiazepine group, but can also occur with the other types of drugs. The risk of such problems increases the longer someone has been taking the drugs. Because of this, doctors are advised to prescribe the drugs only if absolutely necessary, and only for short periods. Tolerance to their effects (meaning that they become less effective) may develop in three to 14 days.