No. Since millions of these coins were produced in 1940, the 1940 penny is not rare. However, some specimens, like proof coins with cameo frosting, are rare.

A company in Kyoto found thousands of rare ceramic coins made during metal shortages of the 1940s and believed to have been destroyed. Photo from the Japan Mint A company in Japan found thousands ...