Malda Additional Superintendent of Police Abhishek Modi said the three, including the driver of the excise department vehicle, died on the spot near Narayanpur and the injured were rushed to Malda Medical College Hospital in a serious condition.
The seven were returning after conducting a raid.
Five of them were constables, besides the driver and the assistant sub-inspector, he added.