You cannot change the store front information for your account at this time

If you've tried on both your iPhone and computer's iTunes, you could see if iTunes Support could help : http://www.apple.com/support/itunes/ww (click on your country's flag, the country where you now live, and which is therefore the country you will be changing to ; click on Contact Support towards the top right ; click on Get Help under 'Talk To Us’)