The Mirror reports that Newcastle staff have been tracking the Scottish midfielder.
Brown is expected to leave Celtic, following a contract dispute with the Glasgow giants.
Reports claim Brown could leave Celtic in January for around £1.5million, as the Scottish side risk losing the midfielder for nothing at the end of the season.
The 26-year-old joined Celtic from Hibernian in a £4million deal in 2007.