出典:Wiktionary
When used idiomatically, probably an allusion to a police officer blowing his or her whistle on observing a violation of the law.
blow the whistle (三人称単数 現在形 blows the whistle, 現在分詞 blowing the whistle, 過去形 blew the whistle, 過去分詞 blown the whistle)