Two of those arrested were taken to hospital with minor facial injuries, the Met added.
It is understood the incident is not being treated as terror-related.
Westminster Bridge is closed each way as are the roads around it while the police carry out investigations.
Buses including 11, 12, 148, 159, and 453 are on diversion.
