Apply anyway. there might not be many people applying for your course this year, so you will have better chances. I went last year and it was very helpful, I got great advice for personal statements ect, and just an overall view of Oxford uni.
You may want to also apply to Sutton Trust and Access to 'named uni' schemes, as then you could possibly get lower offers or greater consideration.
it is definitely worth applying!