Figure it out by myself. I have to change the post format from image to standard and all excerpt shows as expected. I could have love to use image post format to enable me to use lightbox feature in displaying images. But with image post format, the excerpt will never show. Took me a lot of time as i didn’t ever imagine it.
Thanks for the great theme