Serve: Make sure the mousse is completely covered with plastic wrap or in an air tight container. Store in the fridge for up to 2 days. This mousse pumpkin dessert tastes best if enjoyed within 1 - 2 days of being made. If you plan on storing the pumpkin mousse to serve more than 1 - 2 hours after making the mousse, wait to top with whipped cream.