A new and distinct cultivar of Petunia plant named ‘Duesunblu’, characterized by its mounding to outwardly trailing plant habit; moderately vigorous growth habit; freely branching habit; early and freely flowering habit; medium to large-size flowers with dark violet-colored petals with dark purple-colored centers; and good garden performance.