When buying a fresh radicchio it is very important that the leaves are shiny and neither too withered nor too wet, because too much water can cause the loss of vitamin content. Since you keep it in the fridge, and to avoid too much moisture damaging the leaves, keep it in a paper bag. Also, to take away any overly bitter taste, soak it in cold water and then dress with a good balsamic vinegar.