The Terps will take on No. 7 seed Arizona on Sunday.
The Terps will host Holy Cross in the first round.
Morsell scored 15 points and added five rebounds and four assists.
The Crusaders kept it close early, but the Terps eventually overpowered.
The No. 7 Terps kick off their 2019-20 season at home against the Crusaders.