In order to gain a direct way to the Atlantic ocean.
They can currently reach it trough the Arctic Ocean and Black Sea -> Mediterranean Sea. But direct way will be nice.
Another reason would be to insert themselves between Scandinavia and Germany.
You are fooling noone Russian rat.
The biggest mistake the West did was not fully getting being Germany in their Anti-Bolshevik crusade to exterminate your lot.