Brussel sprouts literally have become less bitter over the last few decades, but depending on where you get yours they might still be using older variants. Maybe try a different source?

I literally just clean mine, cut them in half & remove stems, toss them with olive oil & salt & pepper, then roast them cut-side down. Perfect every time.