I had the same issues last year - twas the starter. I replaced mine with a new unit but having a look at the old ones as clutchdust says it's just the contacts on the solenoid which get corroded.

Never had to replace the battery - could this be some kind of dodgy connection causing it to earth. Have you checked the spade connector onto the starter?