Anthophobia- fear of flowers: The extreme, often irrational fear of flowers is called Anthophobia. The word Anthophobia is a combination of two Greek words namely anthos meaning flowers and Phobos meaning fear or deep aversion. Often the excessive fear of flowers is confused with the fear of nature.