Tony Cottee (Manchester City, December 1994), Paul Kitson (Sheffield Wednesday, May 1997 and Charlton Athletic, November 2001), Marlon Harewood (Aston Villa, September 2005), Kevin Nolan (Reading, May 2013) and Andy Carroll (Arsenal, April 2016). See following update:
A sixth player scored a hat-trick for West Ham United on 11th July 2020