Yeah, you will need to root your phone. But if you don't want to, you might want to try custom home launcher apps, some have custom fonts.
Dataa,
Root your phone. using kingoroot i would suggest. or oneclick root
after wards, use any well rated font changer [ROOT] app from PlayStore.