Police say 23-year-olds Juwan Anderson and Say-Quan Pollack walked into the bishop's church during a Sunday sermon, which was being livestreamed, and pointed guns at him.
Anderson and Pollack robbed the bishop of more than $1 million worth of jewelry, according to the NYPD.
The men now face multiple charges including robbery and possessing and brandishing a firearm during a crime of violence.