Currently, the Steam Remote Play Together doesn’t works under specific set of circumstances.
If the guest plays with a Keyboard & Mouse, and the host plays with a controller, there is a very good chance it won’t work.
Please play the game with two controllers or having only the host of the game using the keyboard & mouse.