Speaking after Arsenal gave up a 2-1 lead to draw 2-2 at home against Swansea, Scholes hit out at Mikel Arteta, Santi Cazorla, Tomas Rosicky and Mesut Ozil for lacking the commitment and work-rate to salvage victory from tough situations.
|1/6||Arsenal are 1/6 with Paddy Power to finish in the top four this season|
"It's Arsenal fans I feel sorry for because it is the same every year," Scholes said on Sky Sports, where he was working as a pundit.
"They get a sniff of the title then they go to Chelsea and do nothing. The fans expect Arsenal to be going for the league but they're a million miles away in my eyes. They need characters and leaders."
Scholes claimed Arsenal will not win any trophies until they find leaders of the same calibre as former captains Patrick Viera and Tony Adams.
"They (Arsenal) capitulated at Chelsea and it seems to be a similar theme that happens when they play the top teams. For one reason or another, players go missing," the 39-year-old said.
"The players like Arteta, Cazorla, Rosicky and Ozil, it seems like they go on the pitch with no discipline. There are no leaders like Patrick Vieira, Tony Adams or Martin Keown.
"When these players (Arteta, Cazorla et al) go 2-0 down they just carry on what they are doing they have a walk up front, lose the ball, play a nice little one-two and not even bother running back."