Although weather in the Washington, DC area can be hot and humid during the summer, so can much of the U.S! Don't rule out the summer on this basis alone because conditions vary from year to year. Spring and Fall are ideal, and winters are generally not severe. School touring groups are most prevalent during the Spring. August has the advantage of being much less crowded, especially in terms of restaurants. Weather.com has an excellent vacation travel planner.