Yep, the putty works....but

You should determine the problem first. We had a guy here at work who puttied his first small leak...a pinhole. Worked great but he didnt do a through inspection of his tank and the next leak was hundreds (yes, hundreds) of pin holes. The tank was evenly corroded and, after the leaks were evident, you could push your finger through the metal!