Weight loss is known to improve pain localized to weight bearing joints but it is not known how weight loss affects the spatial distribution of pain and associated somatic symptoms like fatigue. We sought to determine if weight loss using a low calorie diet improves pain, affect, and somatic symptoms commonly associated with chronic pain conditions in an observational study. We also documented changes in inflammatory markers in serum before and after weight loss. Participants were 123 obese individuals undergoing a 12–16 week calorie restriction weight loss intervention. The spatial distribution of pain, symptom severity (e.g., fatigue, sleep difficulties), depression, and total fibromyalgia scale scores were measured before and after weight loss. Pain (p =. 022), symptom severity (p = .004), depression (p < .001), and fibromyalgia scores (p= .004) improved following weight loss; men showed greater improvement than women on somatic symptoms and fibromyalgia scores (both p < .01). Those who lost at least 10% of body weight showed greater improvement than those who lost less than 10%. Levels of the regulatory cytokine Interleukin-10 increased following the intervention (p = .002). Weight loss may improve diffuse pain and comorbid symptoms commonly seen in chronic pain participants.