Reducing Electric Bills?

I just spoke with the Electric Company to ask why my bill went up so much. They told me that one of the things I should do to save energy is unplug every appliance when I am not using it: tv, toaster oven, computer, printer, fax machine, etc.. They said that, even when turned off, these appliances drain electricity unless unplugged. I never heard of this before. Is this true?