I checked that there is a mistake in setting the y point of the mode source. So, I result in similar tendencies between the two graphs. However, the 3D FDTD data is still lower than the TMM result as like below the two graphs. 

Are there any missed points like boundaries or FDTD settings as I attached the YZ view of the object?