The anime depicts Otogi as the sole owner of Black Crown who blames Yugi for Pegasus' disappearance and duels him of his own accord. Clown owns the Black Crown game shop and holds a grudge against the Mutous, eventually deciding to use Otogi as his instrument of revenge.
No such explanation is in the anime Ryuji apparently just likes clowns.