It sucks so bad to see Jonah leave the band. He seems to be a decent guy. But im pretty sure that Oli is a little bitch so why wouldnt he?
I'm pretty sure he quit because he wanted to pursue I Killed the Prom Queen further and make it a full-time band again. Good assumption though.