If you want to delete a specific version, you can pass it to the purge command:
mvn dependency:purge-local-repository -DmanualInclude="YOUR-GROUPID:YOUR-ARTIFACTID:YOUR-VERSION"
NB. For some reason I am not getting Maven logs about deletion of the artifact.
Maven docs for purge-local-repository