There’s some places, some very good schools, that offer web design. I’m not too familiar with them personally but I did a quick search and noticed some schools like Santa Clara offer more web design focused majors / classes.
I don’t think pure design would be the right route, and the basic CS courses will serve you well in the job market. I would at least finish a minor there.