Eliminate food sources. Food sources for pigeons can include grass seed, berries from pyracantha bushes or olive trees, and dog or cat food left outside. Try not to constantly put seed on a lawn if the seed isn’t germinating. Eliminating or controlling their access to the source of food will reduce the number of pigeons.