Drain the piquillo peppers. Add all remaining ingredients to the saute pan, except for the heavy cream. Simmer the ranchero sauce for 10 minutes. Remove from heat.
Using an immersion blender, puree the ranchero sauce until smooth. Then stir in the heavy cream. Salt to taste.