The Surat split occurred primarily due to ideological differences regarding strategy and goals between the Moderates (led by leaders like Gopal Krishna Gokhale) and the Extremists (led by leaders like Bal Gangadhar Tilak, Lala Lajpat Rai, and Bipin Chandra Pal - the 'Lal Bal Pal' trio).