The problem is that it’s impossible to boycott a store that doesn’t have anything you want and therefore you wouldn’t shop at anyway. None of my friends have shopped there in ages and neither have I.
You can still tell them you’re boycotting it. You don’t have to say that you didn’t shop there to begin with ;)