Their behavior also caused the detectives to be more than a little suspicious of them. In the absence of a lot of pristine physical evidence to work with the cops had to factor in a lot of circumstantial evidence - the Ramseys' evasive behavior for months on end, conflicting statements, stories changing, etc, etc.
So how SHOULD one act when their child is killed?