You can use Whatsapp web on one of the phones (tick "use desktop version"):
https://web.whatsapp.com/. When using the phone with Whatsapp web, the other phone where you have the original Whatsapp should be connected to the internet.
This technically works without any problems with Whatsapp, but it will be really annoying to use.