The former Welsh cabinet minister was sacked from his job on Friday, after allegations were made about his personal conduct.
It later emerged that a number of women had made allegations of improper personal conduct against him.
It is understood that Mr Sargeant killed himself. North Wales police said on Tuesday that the death is not being treated as suspicious.
