I'm guessing here, but if your home has low humidity it could be static electricity.
Sparking Ground Wire
"My electrical panel in my house is grounded to my cold water inlet. I replaced the worn clamp to the pipe and noticed a small spark when I touch the ground wire to the pipe. What could be causing this. My understanding is that the ground should be dead and should have no current. Any suggestions?"