you can definately get Tax id for them (ITIN)
You shouldn't have any problem with getting their tax id, but i am not sure about if you can claim as depended if you are on non-immigrant visa. (that's tax questions )
there is another rule for next three years if they stayed more than 6 months or 12 months, but not sure about that law.
I hope this would help.
JB