Each time it rains, a LOT of water lands on your roof. You can capture this rain by attaching your downspout to a rain barrel or cistern. The water can then be used for watering your yard.
Resources for Rain Barrels and Cisterns
The City of Rockville, the District of Columbia, and Montgomery County have programs to promote installation of rain barrels.