And Wikipedia has the background on this video:
"In 2004, George Harrison was inducted posthumously into the Rock and Roll Hall of Fame as a solo artist. 'While My Guitar Gently Weeps' was played in tribute by Tom Petty and the Heartbreakers Tom Petty, Jeff Lynne, Steve Ferrone and Dhani Harrison, along with fellow inductee Prince."