I voted CoS. Lockhart was simply priceless!!

I found the first book inventive and witty but not really laugh-out-loud funny. And books 3 to 6 were quite dark and not exactly full of out-and-out humour.
My fave line from CoS is:
"Sword? Haven't got a sword. That boy has, though. He'll lend you one."

Too good...