Does Married filing jointly with zero dependents and zero additional withholdings cause zero taxes to be deducted from a paycheck?

It appears my employer hasn't been deducting taxes from my paycheck. When I questioned it, I was told it was b/c I claimed Married filing jointly with zero dependents and zero additional withholdings on my W-4. Would this cause zero taxes to be with held?