Nope, it wasn't based on a true story. It was just very loosely based on a real person, a monster named Ed Gein. As was the movie Psycho based on him. He was a monster though who wore human skin (mostly woman) as clothes, made furniture/dishes/etc out of human bones, and other unspeakable things. He WAS caught.