They aren’t Baptists in spite of the name. They are Tachomites. They even have their own scriptures that supersede the Bible and Phelps has a higher standing than Jesus to them.
Without a pet dog the Buddhists don't care what kind of Tachomite Phelps is. He's just another punk threatening their electronics manufacturing facilities.