Why do we search for Easter eggs but have a bunny as the animal we associate Easter with? Bunnies don't lay eggs, right?

No, bunnies do not lay eggs. As placental mammals, rabbits develop embryos inside a uterus and, after a pregnancy lasting about 31 to 33 days, give birth to a litter of often 12 or more bunnies.