Place eggs into a large saucepan over medium heat. Cover with water and bring to a boil over medium heat. Bring to a boil and boil for 2 minutes.
Remove from heat, cover and let sit for 20 minutes. Drain water and peel eggs. Cut eggs in half lengthwise. Remove egg yolks and place them into a medium bowl.
Mix egg yolks with mayonnaise, mustard, salt, pepper and chili powder. Spoon egg mayonnaise mixture into egg whites. Refrigerate until serving.