Yes, lily pollen can cause headaches. Some lily species are so dangerous that you can develop headaches just me selling them. This is so true of the calla lily which is considered dangerous for kids because it can cause stomach upset, skin irritation, vomiting, blurred vision, and headache if they are exposed to it or consumed.