The shutout was the third this season for Anderson.
Duchene fired in a wrist shot in the first period and nudged in a rebound shot in the second.
Wojtek Wolski had an empty-net goal to complete the scoring for Colorado.
Antero Niittymaki blocked 26 shots for Tampa Bay, which has dropped five of its last seven contests.
2014: The Year in Music [PHOTOS]