Why is Edgar Allan Poe called the father of horrors?

Edgar Allan Poe is referred to as the creator of the modern detective story after publishing an analysis of detective stories. Father of Modern Horrors (Gothic horror and Science Fiction) titles fit him more perfectly for his contribution in those genres.