Shutoff valves can leak at several points, but the most common leak is water seeping out around the stem nut. A leak of this type can sometimes be stopped simply by tightening the stem nut a bit.

Shut off the water at the main shutoff valve. If you have a gas water heater, turn the knob to the 'pilot' position. Shut off the circuit breakers to an electric water heater.