Citation: http://english.ahram.org.eg/NewsContentP/1/89025/Egypt/Winter-brings-snow-to-Cairo.aspx
When we consider that desert is easily cooled down and easily warmed up, it's not strange that desert is cold in winter. In addition to it, if cloud that may bring snow were to come there, it would snow in desert such as Cairo.