(Developer here) HTML, CSS and JS are always good to know anyway. For a video game, it depends if you want something really "video-game like" (in which case I advise to use a game engine the can be run in a browser, like Godot) or just an interactive interface with buttons, images and text.
For the latter, I would advise to use one the numerous JS frameworks (Solid, Svelte, Vue or whatever) but if you don't know JS at all, learning it from scratch could be good. Plus, you can make really pretty animations with CSS!
I know Go is a possibility for browsers, but I'm pretty sure it's not the best to make a game.
TLDR;
- You want a real video-game --> Godot
- You want a web interface --> SolidJS/Svelte (Both are good and easy to learn so the choice is yours) + CSS for animations