What is the possibility of being rejected by Graduate school if a professor has already acclaimed to give me a RA offer
If the Graduate School has the final say, then you will have to wait for their decision - we cannot guess their response, and probably neither can the professor.

However, if the professor has the final say and the Grad School just processes his acceptance then you should be fine, assuming there are no hidden things...