A referendum will be held on the issue before the end of 2017.
The Pope’s foreign secretary, Archbishop Paul Gallagher, told ITV News that Britain should vote to stay in the union.
‘I think we would see it as being something that is not going to make a stronger Europe. Better in than out,’ he said.
The Church of England has already suggested it supported remaining in the EU.