Stocks are rather calm, but investors need to be vigilant against complacency because it can lead to shocks in the market, Goldman Sachs Chairman and CEO Lloyd Blankfein told CNBC on Wednesday.

"The luxury of a steady, calm, quiet market" might last for a while, but it can't last forever, he said in a "Squawk Box" interview.