This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.
The criminal was found guilty and sentenced to death.
Two of the five guilty people appealed to the Supreme Court.
I can’t drive because then I’d be guilty of drunk driving.