The Argentina winger says he enjoyed playing for the new Chelsea manager.
"It was very sad when I learned he was leaving the club," Di Maria told Ole.
"When a coach like him leaves an institution like this it's not nice for anyone. He sought his happiness and future elsewhere, and I hope he does well.
"I'm very grateful to Mourinho."