"I think it's something on every player's wish list to play under MS. I think it's the confidence and the clarity he gives people. It's exciting," he added.
Moeen, who said he was looking forward to playing under Dhoni, said it is very important to have strong leadership and coaches who stay calm.
"It's very important to have strong leadership and coaches who stay calm, who take the pressure off the players as much as they can and are consistent. We are very lucky we have that," he added.
"At CSK I feel the reality is there for us to win the competition. I'm excited about playing with the players we have here," the 33-year-old left-hand batsman cum off-spinner, who was picked up at the IPL auction in February, further said.
Moeen, who previously turned out for Royal Challengers Bangalore, said, "I think what differentiates CSK from other teams is actually how they structure everything, from the squad they have to the way they do things. They look a very calm franchise that doesn't panic."
The CSK players are currently training in Mumbai, where they play their first five matches of IPL-14, beginning with a game against Delhi Capitals on April 10.
The Dhoni-led side had commenced practice in Chennai on March 8 before shifting base to Mumbai.