This is just an arranged marriage, you don't have feelings for him while he has a grown feelings towards you. He wanted to keep it a secret. He hid it with his coldness and his arrogance but he actually cares and loves you so much. He just doesn't want to show it. When he found out about you having a baby, he was shocked and happy too.