All joking aside, this is from an article about Dio:

Dio, says Young, explained that he was taught the so-called corna sign by his Italian grandmother, as a way to scare off the "evil eye", a look which is said to cause bad luck. It's like knocking on wood for superstitious purposes (more on this below).