Trump's partisan comments received cheers or jeers from the crowd, an expression of political views in uniform that would typically result in a reprimand.
Veterans visited congressional offices this week to deliver messages of concern over recent Pentagon moves targeting the roles of women in the military.
The launch happened hours after South Korean and U.S. troops kicked off their large annual combined drills, which the North views as an invasion rehearsal.