Yes, but natural gas is not a magical solution for CO2 reduction. It's substantially better given the reduced particulates emissions, but you're still spewing tremendous amounts of GHG into the atmosphere.
http://www.eia.gov/tools/faqs/faq.cfm?id=73&t=11
That is already a big win.