Heat the milk and granulated sugar in a medium saucepan over a low flame until warm and the sugar is dissolved. Gradually mix this into the pumpkin mixture.
Cover the mixture and chill in the refrigerator for at least 2 hours, until thoroughly cold. Taste and adjust spices as needed to reach your desired flavor. Churn for 20-25 minutes.