Depends on your nationality, i guess
I had to file both US and Canadian taxes because I am a Canadian Citizen but moved to US last year in May 2004. It sepends if you are a deemed resident, I think they have a 183 day rule. If you have spent more than 183 days in the U.S., then you are a deemed resident. but, yes taxes need to be filed.