Because Mithos betrayed him :'D He had a lot of hope for Mithos and what he'd be able to accomplish, and then Mithos decided, instead, to go insane. And screwed over the very thing Ratatosk held most dear. SO WHAT EVERYONE ELSE IS SEEING IS THE RESIDUALS FOR THAT. He didn't forget his rage, he just forgot the reason for it.