The midfielder has been targeted by unhappy United fans.
"When I first started getting singled out, it stung, yeah," Cleverley told the Mirror, "but it's something you have got to learn to take when the team is not doing well.
"My job goes under the radar at times. I am not a player who's going to beat three or four people and stick it in the top corner or go round tackling people like Roy Keane.
"I would like the fans on my side and it hurts a little bit when you have grown up at the club and love the club every bit as much as the supporters.
"But there are other people in the current United squad who have been through this kind of thing and they have made sure their quality shone through.
"I have got to look at those people. I have learned to take it with a pinch of salt and I'm sure it will make me stronger for the rest of my career.
"I feel I've been made a scapegoat a little bit. A few people in the media certainly seem to have a perception of me not doing much in the team.
"Don't get me wrong, I know I can do better but people are making a big thing about how I don't score enough goals when that is not necessarily my first job in the team."