(may be a spoiler):
In the funeral scene when the 7 gun salute is happening one of the officers on the firing line was the joker (sans makeup).
Also in the opening scene when he’s picked up on the street corner he has a mask in hand but the rest of the thugs who pick him up don’t suspect him of being the joker when they pull up.