The security alert was triggered after staff said they heard shots fired.
"We were called at approx 2:40 pm to reports of an incident at Westminster Bridge. Being treated as a firearms incident -- police on the scene," police said on Twitter.
A staff member in parliament who did not want to be named told AFP: "I definitely heard shots. I saw someone in dark clothing go down."