I added it to Steam as a non-steam game and forced to use Compatibility mode with GE-Proton. Steam's Proton Experimental was not working for me as everything was dark, but GE-Proton did, which I downloaded via ProtonPlus.
I had to skip Shader compilation when the game starts as it was not working though, but after that it's working.