Thanks for your answers @metaphortune, As you pointed out it would be bad. It would, however, be hard to predict the intensity of these consequences, their sequence and their timelines.
This question was inspired by this post in Business Insider, which illustrates some of the possible and would-be scenarios.
One interesting follow-up question we could ask is: What could possibly cause all the insects to vanish? What do you think?