You see, "bolshevik" means "majority" or "big piece", but it was a DEROGATORY term for Lennin and his most loyal followers.
In Communist circles, Lennin was considered a radical and he wasn't very popular, however, after Lenin had insulted numerous Communists at a Party meeting, enough of them walked out that Lenin and his small group briefly constituted a majority. In those few brief moments, Lenin siezed control of the local socialists and propelled himself into the leadership position for the October Revolution et al.
But the joke among Communists was that Lenin and his tiny group were "Bolsheviks". Everyone called them "Bolsheviks" in the same way that politicians called Lyndon Johnson "Landslide Lyndon" after his questionable victory in his Senate race (by 13 votes from box 13 after the polls closed). The joke was so prevalent that the name stuck. Lenin and his followers were forever laughed at as "Bolsheviks", even though they only had a "majority" for a few brief moments in time.
Alas, such a joke is probably too complicated for Jeets to grasp, however, even after a full explanation!