why is my caramel popcorn bitter? your caramel popcorn is mostly likely bitter because the caramel has been over cooked, either on the stove top before adding it to the popcorn, or the oven has been up to high when baking. the caramel should be a lovely golden color on the stove top before adding to the popcorn.