Elmbridge Neighbourhood Team carried out the drugs warrant at an address in Oaks Way at around 1pm this lunchtime.
A man, who tried to escape via the roof of the property, was arrested after 150 plants were found.
He’s been arrested on suspicion of cultivating a class B drug.
He remains in custody.