Kelce finished with 252,200 votes while Detroit Lions running back Jahmyr Gibbs was second overall with 250,082 votes. Washington's rookie quarterback Jayden Daniels, who has helped the Commanders into the playoffs, was third with 242,352.
Cincinnati Bengals quarterback Joe Burrow received 239,526 votes while Lions quarterback Jared Goff rounded out the top five with 225,858 votes.
The Lions led all clubs in total votes received, followed by the Minnesota Vikings, Commanders, Philadelphia Eagles and Pittsburgh Steelers.
Selections for the Pro Bowl Games rosters for the AFC and NFC are determined by a combination of voting by fans, players and coaches, with each group's vote counting for one-third of the tally.
The NFL's all-star event will be staged February 2 in Orlando, Florida, for the second consecutive year as 88 players take part in skills competitions, including a flag football showdown with former NFL star quarterbacks Peyton and Eli Manning serving as coaches.