Revenue minister Eknath Khadse proposed their suspension saying that the Governor had received "injuries" on his left hand during the incident.
Congress MLAs who have been suspended are Jaykumar Gore, Rahul Bondre, Abdul Sattar, Amar Kale and Virendra Jagtap.
A House panel is set to probe the incident and submit its report during the winter session of the legislature.