I don't drink either, but I'm perfectly happy to answer "It's unhealthy and I don't like it" when people ask me why. Of course, I also try to avoid social interaction, so if this is a rude response it might not be as useful for others.
If the fat person asks you why you don’t want it, there’s no reason to lie to them.