If your parents stay here more than 183 days for the calendar year, you sure can apply ITIN and claim them as dependents for the tax return. However, F1 filing 1040NR or 1040NREZ cannot claim any dependents. Read the post from the link below:

http://www.huaren.us/dispbbs.asp?boardID=336&ID=165004&page=1