Can a person without GST registration claim ITC and collect tax

No. A person without GST registration can neither collect GST from his customers nor claim any input tax credit of GST paid by him.

(ICAI FAQ PUBLICATIONS 06-09-2017 REGISTRATION: FAQ NO. 13)