In the Second Party Congress vote, the Bolsheviks won votes on the majority of important issues, hence the name. ... The Bolsheviks, or Reds, came to power in Russia during the October Revolution phase of the Russian Revolution of 1917 and founded the Russian Soviet Federative Socialist Republic (RSFSR).