The defender said the players let down fans in their 2-0 loss at the Reebok Stadium.
"We didn't perform to the level that we know we can," Neville said. "That performance wasn't up to scratch and collectively we all take responsibility for that.
"We've got injuries but you have to deal with it. We have a good enough squad. We have an outstanding group of players but we just didn't produce.
"We let our supporters down. It wasn't good enough and we need to play better than that.
"The incentive before the game was to get the three points and shoot up the league to eighth position. Now rather than looking up we're in a real dogfight and that's me being honest."
Source: PA
Source: PA