Disable dismissing reminders from lock screen
Try Settings > Notification Center > Reminders (second entry - with apps) > Show in Notification Center and Show on Lock Screen. Also choose whether you want "banner" or "alert" style notifications.

There is a third Reminders setting on the main settings page, but that only relates to how long you keep old reminders around, and which list of reminders you want to use. HTH