He's not lazy. On the contrary, he's very active.
"Are you cold?" "On the contrary! I'm quite warm!"
You don't look exhausted. On the contrary, you seem very healthy!

A: Was that movie bad?
B: On the contrary, it was the best movie I've ever seen!