According to Daily Post, Mr Joseph was arrested by security operatives in his house in the early hours of Thursday.
He was said to have published a report considered critical of the state government.
Mr Joseph becomes the sixth journalist arrested on the orders of the state governor since his assumption of office on May 2015.