With the impending fall of the Iron Curtain now beginning to allow players to leave Russia, Semenov was drafted in the sixth round, 120th overall, by the Edmonton Oilers in the 1989 NHL Entry Draft. His last season in Russia would be one of his most successful, as he finally led Moscow Dynamo to the league championship in 1990, their first title since 1954.