I too use a dome, because I germinate in rockwool and it retains moisture a little better with high humidity, but that is exactly the reason yours are getting mold.
Ditch the dome. Its only useful with germinating in rockwool, and thats only because Im busy and lazy. When you get to cloning, thats when the dome becomes your best friend.