The Spaniard, who signed for the Blues from Liverpool in a £50m switch in January 2011, came under scrutiny when he failed to carry his Merseyside form with him to London.
The 29-year-old, who has won the Champions League, Europa League and FA Cup with the Blues, believes that he is being unfairly treated.
"It's the feeling that I have had from the first day," the London Evening Standard quotes Torres as saying. "There has been the situation going on with the club, the way the team are going and then my own way.
"There has been an overreaction about everything. Overreact when I did that miss or if I have a red card or I hit the crossbar instead of scoring a goal.
"They never talk about the good things. More or less from the beginning to this day, it's been the way I feel."
Torres has scored just 15 Premier League goals in 87 appearances for Chelsea.