Unless they're completely brand new, replace the rubber gaskets, and clean them thoroughly. Clean the water lines, they can get a bacterial slime in them. Tighten the valves properly. If they still leak, they're junk.
Also, if you have them hooked up to a pressurized water system rather than gravity feed, most valves aren't designed for that.