By the modern definition, New Moon occurs when the Moon and Sun are at the same geocentric ecliptic longitude. The part of the Moon facing us is completely in shadow then. – NASA
Seen from the Moon, the Earth would appear full on this date; with astronauts soon returning to the Moon, we may see actual photos of this.
Cover image credit: Bob Trembley / SpaceEngine