Can I leave benzoyl peroxide on my face overnight?

Yes you can, in fact, that's the treatment. Start with every second night and then progress to every night. It will take a few months for the acne to get better, so be patient. Also be careful, the cream with stain your towels and bedlinen, so use only white or old towels to wash/dry your face with.