The following worked for me:
Go to notifications in whatsapp
Set notification tone to silent
uncheck contact ringtone
Set vibrate to off (interestingly popups still come when vibration is on????? who developed this?)
Select no popup
The vibrate made the difference. Try it and let me know if it...
Facebook
Twitter
Instagram