The bus careened into the Capital One bank at the intersection of Avenue U and West 6th Street just after 7:45 a.m.
Nine students on the bus were being treated at Coney Island Hospital for non life-threatening injuries.
The driver was rushed to Lutheran Medical Center with an unknown injury.
Several other vehicles were also involved in the crash.
The cause is under investigation.