McIlory was handed a walkover in his second group game against Gary Woodland, but was knocked out after Denmark's Soren Kjeldsen won his second match 4 and 3.
Lowry meanwhile lost to Jon Rahm overnight.
Both players play their final group games later today, with McIlroy meeting Emiliano Grillo and Lowry taking on Kevin Chappell.
