I don't fear getting hurt by most insects/arachnids so much as the thought of them on my skin makes me really uncomfortable. I hate the feeling of those little, sometimes hairy legs.
Then if you blow them up to larger sizes, I'm afraid of them because they're hella ugly. Looking at mandibles in particular just freaks me out.