It's scientifically proven that reading in bed helps a person in many ways. Reading before going to bed means cleaning your mind from the clutter it has collected through the day.
Reading before bed means cleansing your mind and feeding it with something good to work while you are asleep. Therefore, Yes, You must read in bed and experience a peaceful sleep.