Minecraft: How do I remove features in minecraft?

Features like biomes, items, blocks, mobs, dimensions and randomly generated structures

If you remove everything there'll be no minecraft…

IF you click advanced world settings, you can change some of that stuff. You could also get mods. To turn of mobs turn on peaceful. You can't really "turn off" items and blocks (there might be a mod though).