No rule for this one
No ending or word group predicts the article of Bus. Learn it as a pair and say it out loud: der Bus.
der Bus
It's der Bus. Bus is masculine, plural die Busse.
Ich fahre mit dem Bus.
I go by bus.
No ending or word group predicts the article of Bus. Learn it as a pair and say it out loud: der Bus.