According to authorities, a man walked in just before 6:30 p.m. wearing a ski mask and armed with a handgun.
Olorunlona allegedly took 9 Rolex watches worth $147, 650.
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Police said the store was open with one customer inside as well as employees, but no one was harmed.
Olorunlona is charged with robbery with a dangerous weapon and conspiracy to commit robbery.