The primary cause of Bernard Soulier Syndrome is a mutation in one of the genes encoding the components of the glycoprotein Ib-IX-V complex, such as GP1BA, GP1BB, or GP9. These mutations lead to either a quantitative or qualitative deficiency in the glycoprotein complex, impairing platelet function.