Turn it off then hold down the Volume Up button and the power button together for a few seconds and when you release them, you should see a menu. Scroll through it using Volume Up and select your choice using Power.
You will lose all the data you have on there - music, photos, etc. so try connecting it to a PC using USB before you reset it.