Why don't apply for Immigration Visa for family reunion? This is possible and feasible. But, for visit visa, the application will definitely be rejected because of obvious immigration tendency.
This is why visa office always suggests to apply for "proper" visa type basing on own situation. Generally, visit visa is much easier than immigration visa; but for this situation, the immigration visa is much more possible. Two cents for reference!