Rose has been the preferred choice at left back during pre-season for Andre Villas-Boas, and is eyeing up a starting berth against Crystal Palace on the opening day of the season.
And following Spurs' 1-1 draw with Espanyol on Saturday, the 23-year-old vented his frustrations at Redknapp, who he believes favoured other players despite them not performing well in training and matches.
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"But now we've got a manager who treats people fairly and he's not afraid to drop people if you're not performing, so I hope that can work well for me this season."
Rose suggested certain players were shown favouritism during Redknapp's reign, which caused tensions in the squad in terms of training and selection come match day.
"I train hard and every game I played I feel I've worked hard, so I hope that can stand me in good stead for Palace next week.
"It's not nice when you train hard every day and people have been allowed to sack training off and still be in the starting 11.
"Obviously I know Spurs have been in the top four or five clubs for the last five seasons or so, so I know it's hard for anyone to break through. But at the same time it is frustrating. It’s great that now the gaffer is not afraid to drop people if you’re not performing or training hard enough."
Rose spent last season out on loan at Sunderland with the Black Cats' manager Paolo Di Canio keen to make the deal permanent, but a loan deal is no longer an option for Rose who is eager to settle down.
"I wouldn't be going out on loan again," he continued. "If I wasn’t playing then a loan’s not an option for me now. I want to get settled somewhere, playing week in week out."