The problem is the order of menu items is LTR.
For example my homepage is not on the right side of menu. It is on the left side (which is rtl)
I have temporarily have changed the order from last to first to fix this probem.
The other thing is the direction of sub-menu items. Now the sub-menu items are LTR too.