[Fixed]-Deleting a check-box makes below check-box checked in meteor

Your browser is processing the click event and so are you (with your {{completed}}). Try adding preventDefault() to the beginning of your event:

"click input[type='checkbox']": function(event){
    event.preventDefault();
    //changing state task completed 
    this.completed = !this.completed;