The suspects are alleged members of the Zetas gang, drug cartel enforcers. Two other suspects are still being sought.
The attack happened Thursday at the Casino Royale in Monterrey.
Several men burst in carrying canisters of gasoline. In less than two minutes the casino was engulfed in flames.
Police suspect it may have been retaliation for the casino operators failing to pay extortion money.