Can 5 months of idleness kill a battery that's less than a year old?

I got a call late this afternoon from Falcone BMW Motorcycles saying they have determined my battery is dead.
Really?
I bought that battery last Nov. 19 at Performance Plus Specialists, the Memphis BMW dealership. It was less than a year old. The previous battery lasted five and a half years.