Wizards were individuals who held enormous amounts of power and could summon it from the nowhere.
On Avalon, Wizards were high-status people and were given respect. They actually created power from the Nanobots, all they needed to do was sign a rhyme. Momentarily, the Doctor and Susan Foreman were Wizards as they performed amazing magical spells. (The Sorcerer's Apprentice)