Absolutely. You could fall out of love within a minute or after twenty years of knowing someone. It's something that's completely out of your control, you cant force yourself to have a desire or feel love or hate for someone, it just happens deep inside you and just learn of it and decide what to do about it. But it's perfectly normal.