After successive wins, Rhinos were looking to continue their resurgence, but they were outplayed.
Rhinos had several key players back from injury and suspension, but nobody really shone in a poor team display.
Leeds trailed 16-4 at half-time and the final score was a fair reflection.
Here's how the Rhinos players rated, plus marks for Salford's 17 and referee James Child.
1. Richie Myler (Squad number 16)
One stunning tackle, but timing was a bit off 5 Photo: John Clifton/SWpix.com
2. David Fusitu'a (2)
Got stronger as game progressed 5 Photo: John Clifton/SWpix.com
3. Jack Broadbent (23)
Caught out a couple of times 4 Photo: Allan McKenzie/SWpix.com
4. Zak Hardaker (33)
Difficult second debut, no real attacking chances 5 Photo: John Clifton/SWpix.com
5. Ash Handley (5)
A try, one stunning run and safe under high kicks 6 Photo: John Clifton/SWpix.com
6. Blake Austin (6)
Couldn't get anything started 4 Photo: John Clifton/SWpix.com