The reading is weird on this one, but gambling is weird, I guess. はく goes to ばく, maybe because you're playing some gambling backgammon. The ち can be cheating, where you cheat at this gambling backgammon. So, you're backgammon cheating (ばくち), you big cheater.
Gambling is illegal in Japan.