iPhone 7, iPhone 7 Plus, and iPod touch (7th generation): Press and hold the top (or side) and volume down buttons at the same time. Keep holding them until you see the recovery mode screen.
Want to enter the iPod touch DFU mode? This article shows you in detail how to successfully enter your iPod touch 5/4/3/2/1 into DFU without any data loss.