To play "air guitar" you move to the music as if you are playing an imaginary guitar, maybe like a famous rock musician.

VOA: special.2009.08.14

He said he is going to give me an air-conditioned place when I go down there C if I go there C so I won't put all the fires out."

VOA: special.2009.03.22