Star of Light by Patricia St. John
When Hamid finds out that his little blind sister is to be sold to a beggar, he runs away with her from their mountain village to a town. But, in the town, they are alone and there doesn't seem to be any way to find a new home. Then they hear of a nurse who works with street children and Hamid does something desperate to help his sister.