Place the walnuts in a saucepan and heat on stovetop over medium heat. Stir slowly and continuously. Continue heating until walnuts begin to brown lightly (about 3-4 minutes). Be careful, as walnuts can burn quickly. Immediately remove them from the heat and transfer walnuts to a plate or cutting board. Allow to cool before chopping.