Officers from the Spen and Batley neighbourhood policing team discovered dozens of plants when they carried out a raid in the White Lee area.
Once inside, they found an advanced cultivation set-up including lighting, fans and ventilation equipment.
The team had been granted a warrant to search the property under the Misuse of Drugs Act.
Cannabis plants seized at the address on Friday morning were said to have an estimated street value of £80,000.
A police spokesman said enquiries were continuing.