If you read the actual study referenced in the article you'll find that 10 of the 17 cancer types which are rising in the young cohorts are obesity-related. Lung cancer is actually down for the younger cohorts.
Another interesting find was a rise in anal cancer and Kaposi's sarcomas which are mostly related to HIV infections.