It is possible to remove 1 single document from an existing ElasticSearch Index! I am using the Ruby GEM Tire to deal with the ElasticSearch Server. This is the command to delete an existing document:
Tire.index( <INDEX_NAME> ).remove( <DOCUMENT_TYPE> , DOCUMENT_ID )
Worked fine for me 🙂