The Ba'ath Party was a socialist and nationalist political movement that aimed to unite the Arab world and promote social justice. Saddam quickly rose through the ranks of the party, using his charisma and organizational skills to gain influence and power. He became involved in underground activities and played a key role in the party's efforts to overthrow the Iraqi government.