Why does my cellphone loose charge overnight?

I just got a refurbished cell phone on eBay which goes from nearly fully charged to dead overnight. I contacted the seller--who sent me another battery--and I'm still having the same problem. Did I get another bad battery, or is it a problem with the phone?