I have tried out a few things but here is what I found out to work the best:

• Extract edges from the table using Canny Edge Detection
• Use a line segment detector on the edges found out using canny edge detection with 0.3 gaussian blur
• Put these lines onto a new image and the find the contours for this image
• get the bounding rectangles using these image