Yes, Abel did receive formal education in mathematics. He attended the University of Oslo and the University of Christiania, where he studied mathematics, physics, and astronomy. He was a brilliant student and quickly mastered the material he was taught.
Discovering the Brilliance: The Life and Legacy of Niels Henrik Abel