Nope, every time I've tried to do so it's said "you must equip at least two weapons," or something like that.
Next best thing if you want to minimise the weight it so just equip a shuriken with the light-weight materials mod. It weighs practically nothing and is very cheep to upgrade.
Oh yeah, don't worry, I'm already aware of that trick. It's certainly better than nothing.