Complex sentence: Trotsky originally opposed some aspects of Leninism, but he concluded that unity between the Mensheviks and Bolsheviks was impossible and joined the Bolsheviks.
Split into simpler sentences: Trotsky originally opposed some aspects of Leninism. Later, he concluded that unity between the Mensheviks and Bolsheviks was impossible, and joined the Bolsheviks.