There were some good wins, including at league leaders Wigan Warriors and defending champions St Helens.
But Rhinos lost three of their five meetings with the bottom pair and eighth place in Betfred Super League was a fair reflection of their form.
Leeds used 30 players, with two featuring in every game. Here’s how they rated for the 2023 campaign as a whole.
1. Richie Myler (squad number 1)
Appearances: 20, tries: six. Good in most of his games and clearly missed after his season ending injury 7. Photo: Ed Sykes/SWpix.com
2. David Fusitu'a (no 2)
Appearances: 17, tries: 10. Didn't play enough, but went well when he did and could be a big influence next year if he stays fit 6. Photo: Bruce Rollinson
3. Harry Newman (no 3)
Appearances: 15 (plus two as sub), tries: six. Flashes of brilliance, but hampered by injuries before and during the campaign 5. Photo: Bruce Rollinson
4. Nene Macdonald (no 4)
Appearances: 20, tries: two. Showed good form in most games, but ruined it by failing to return from paternity leave late in the year 5. Photo: Bruce Rollinson
5. Ash Handley (no 5)
Appearances: 23, tries: 11. Used in various roles, took the captaincy at times - alongside Cameron Smith - and was very consistent 7. Photo: Bruce Rollinson
6. Blake Austin (no 6)
Appearances: 18, tries: one, drop goals: one. On occasions showed what a quality player he can be, but not consistent enough and the manner of his departure, though not entirely his fault, left a sour taste 5. Photo: Bruce Rollinson