In a substance do atoms actually touch each other?
Quantum mechanics fuzzes out the electrons into clouds of probability distribution (the motion of little electrons orbiting the nucleus is from an old outdated model).  In molecules these electronic clouds do not so much touch, rather they overlap.  See, for instance, https://en.wikipedia.org/wiki/Covalent_bond.