They are a source of food for the next step in the food chain. You risk disturbing the entire ecosystem by eliminating mosquitos. Maybe some other insect will take their place, but the you risk eliminating the species as well because to many are eat.

It’s insanely complicated, and you can’t think in terms of benign or not. All animals are benign, they’re just animal filling out their niche in nature.