With the Italian invasion of Albania, Lleshi and his "émigré" friend Myslim Peza were sent to Albania. Lleshi received financial aid from the Yugoslavs, part of which went to sponsor the scattered anti-Italian activities in Albania; most notorious was the guerrilla unit known as "Çeta of Peza" ().