Once across the avenue, you can dive back into Old Kathmandu and within a block reach Asan Tole, through which you passed earlier and from where you can retrace your steps back to Durbar Square.
Old Kathmandu is very near to Asan Tole.
It is a 2 mile walk from Asan Tole to Old Kathmandu.