Studies have been made on a method of improving the detoxification treatment of whole cell pertussis vaccine and the safety of a vaccine produced by mixing a plural number of vaccines. As a result, a pertussis vaccine having a higher safety than the conventional bacterial vaccines is successfully produced by a convenient procedure at a low cost. Also, it is found out that a vaccine having a favorable storage stability can be produced from a strain originating in another bacterium by the same production method.