This is perfectly normal. The pickups are grounded to the bridge, and when you touch any metal part of the guitar, you are the ground.
There are two ways to eliminate this. You can get a noise gate, or you can use active pickups. Most people just keep a hand on the strings.
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M.K. Gandhi