The ministry said the collision damaged the passenger boat, causing it to sink and six people have been rescued so far.
According to local reports, there were at least 30 people celebrating a wedding ceremony on the vessel when the boat capsized late on Wednesday.
The victims are mostly relatives and there are women and children among them.