The biggest mistake you can make in visual design is to be guided by taste rather than understanding how different styles work psychologically and what is suitable to your target market. Some hackers deride "design" because they've either never worked with a talented designer, or they don't understand what design does. However there's quite a bit of science to design as well, it's just not as quantifiable as code.