"Knock on wood" = "Knock wood for luck - we need it."
Old superstition was that knocking (or touching) wood was good luck.
"We can have a pretty good picnic if it doesn't rain, knock on wood."
[If we're lucky, it won't rain on our picnic - knock wood just for luck.]