George Lebese got the goal on 42 minutes at FNB Stadium as cup holders Chiefs advanced 2-1 on aggregate.
“Soccer is not about individuals, it’s always about the team. You win together, you lose together. We fought tonight as a team,” Man of the Match Gaxa told Amakhosi's website.
“Credit also goes to the coach, who adjusted the tactics to Celtic’s changed formation.