False dichotomy. Some GMOs may have harmful effects, others might not.

Nope, there's no false dichotomy. What matters is the whole category of GMOs. I don't care if only some GMOs aren't harmful, because there's no way for me to know which ones aren't.

GMOs as a category either are harmful or they're not.