Scrape the corrosion off of the battery terminal using a wire battery brush or some other scraping/brushing tool.

You may want to avoid getting the corrosion all over the inside of the engine bay. Sweeping the corrosion onto a paper plate or rag is a simple way to get the corrosion out of the engine bay without making a mess.