Depends on the country, I suppose. I'm having a hard time finding stats for US that compare underweight and overweight % of population in one study.

Anecdotal evidence from Europe: in our industry, culturally associated with obesity, I meet roughly equal amount of obese and underweight people. And I seriously doubt those underweight people spend time in the gym.