Actually, folklore used

Actually, folklore used believe that rabbits gave virgin birth. So bunnies became the symbol for Virgin Mary.

It was probably easier to get people to celebrate a religious holiday on a day that they were used to taking off from work and relaxing/partying. Church leaders used old religious symbols, like trees, to stand for Christian ideas.