Asatte ni Kiss

Akihisa Hase was bullied for being an otaku, but the chance to change his appearance and start anew in a different school appeared when his father had to transfer. Going around the school, he found a volume of his favorite manga and got so entranced he didn't notice the owner of the manga, Yuu Onozu