Fulse kick-started the Seahawks (3-6, 1-4 Northeast Conference), who had lost three straight, with a 65-yard touchdown run on their first possession.
James Cooper added field goals of 36 and 39 yards in the first quarter, the first one set up by a fumble forced by Cameron Gill that Maurice Diawara recovered on the Colonials' 27. Massei connected with John Williams for a 47-yard score a minute before halftime and with Chris Woodward for 23 yards in the third quarter.
Allaah Sessions had 2 1/2 sacks for the Seahawks, who finished with six and held Robert Morris to 210 yards of offense and two turnovers.
Marthew Barr hit Dalton Elliott for a 1-yard TD late in the game for the Colonials (2-7, 0-4), who have lost six straight.
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Texas offensive lineman Patrick Hudson, who was treated in intensive care on Sept. 5 after suffering a heat-related illness in practice, was released from the hospital and is expected to return to classes Thursday.
Kentucky head coach Mark Stoops speaks with Paul Finebaum about the growth of QB Terry Wilson and his team's focal points going forward.
Kilton Anderson threw three first-half touchdown passes to help Coastal Carolina beat Campbell 58-21 on Wednesday in a game played early and moved because of Hurricane Florence.
South Carolina has canceled Saturday's scheduled game against Marshall with forecasts now placing the state in the probable path of Hurricane Florence.
Jaivon Heiligh hangs on to the pass as he falls in the end zone, giving Coastal Carolina a 45-21 lead over Campbell.
Torrance Marable finds room on the outside and scores from 30 yards out.
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