Patience is the main ingredient no matter what method you use. If it's a larger area with heavy overspray: Apply paint thinner or paint remover to brick. Let stand for 30 minutes, then use a hard brush to scrub. Repeat if necessary. For small area with fine overspray: I've used a sanding sponge with good results. Rinse off area.