You have to stay in character in between takes.
I don't think it's ever easy to be funny. I find it easy to amuse myself with a certain sort of cynical dark humor that tends toward the meaner side, like my character in Happy Gilmore. Those kinds of characters come easily to me.
I'm always willing to endure humiliation on behalf of my characters.