Of course there were gangsters in soviet times. Vory v zakone[0] in the 20s-30s, tsekhoviki[1] in the 60s-70s, with a brief period during and after WW2 where enough killed each other[2] not to be a major issue for a moment.
[0] https://en.wikipedia.org/wiki/Thief_in_law