Alice Johnson spent nearly 22 years in federal prison on nonviolent drug trafficking charges before President Donald Trump commuted her sentence in 2018.
"States with a very powerful death penalty on drug dealers don't have a drug problem," Trump said.
West is expected to discuss job opportunities for former convicts and employment issues in Chicago, The New York Times reported.
The pair discussed prison reform at the White House.
"Right now, my prayer of focus for you was in Psalm 105. 'Touch not my anointed and do my prophet no harm.' Kim has been anointed to do this. And no one better not touch her—even with their mouth."
The 'Late Show' host joked that President Trump would now star in a show called 'The Pardoner.'
In photos, Jared Kushner and Ivanka Trump are seen smiling through the window of their home with Kim Kardashian West and her lawyer.
"Jared Kushner, who I have spoken to, has been really working on criminal justice reform bills," Kardashian West said.
Kim Kardashian West seeks clemency for Alice Johnson, who is serving a life sentence for a nonviolent drug offense.