The batteries will drain minimally but they will drain. There would be no point though unless you leave your computer off for months at a time. It might take a year or so for the batteries to drain if you are not using the keyboard and mouse. This varies with different models though.
I guess the short answer is "No you don't have to. Why would you need to?"