This privacy feature is not available on the Play Store version of WhatsApp yet. The updated app is currently available for download from WhatsApp’s website but hasn’t made it to the Play Store, yet. Once you have installed the new version of WhatsApp, you can find the new privacy tab in Settings and then Account Settings.You can download it from here.