You should carefully read IRS Publication 501. On the one hand you can claim your parents even if they do not live with you. On the other hand, it appears that they do not qualify unless they are U.S. citizens or residents. That wasn't entirely clear from reading the publication as quickly as I glanced through it; but that appears to be the thrust of it. Spend some time reading it.