Funny. I think they have one of the strongest non-mushroom tastes. You know how most mushrooms taste mainly like mushroom with a sprinkle of another taste added? Chanterelles are the other way around. They taste a little bit like mushrooms but mostly like chanterelles.
I love to cook them in butter, salt, and pepper.