Hello Pikey,
I own a 2004 SE. I bought mine in 2015 and had the same issue, which actually began after I replaced the valve covers. I made the mistake of NOT applying silicone in the track of each valve cover, so no matter how carefully I re-torqued the bolts it leaked in the passenger rear corner ...