There was only one Nobel Prize for Physics in 1921.
She won a Nobel Prize. She won a Nobel Peace Prize. She won a Nobel Prize in 2003. -- In each of these cases, there are other prizes that meet that description, so we use "a."
She won THE Nobel Peace Prize in 2003 -- There is only one prize of that name in that year, so we use "the."