Line a baking sheet with foil, coat with non-stick spray. Combine walnuts and sugar and oil in a medium skillet, place over medium high until sugar begins to melt (don't stir yet). Reduce heat to low, cook and stir until sugar turns golden brown and walnuts are coated. Remove from heat and carefully pour mixture onto foil sheet. Let cool and break into pieces.