Muscles do not turn into fat if not exercised. While muscles can shrink due to inactivity, fat can fill the space where muscles used to be, giving the appearance that muscles turned to fat. Someone who stops exercising and eats unhealthy will naturally gain fat, which can cover up shrinking muscles, leading some to mistakenly think muscles turned to fat when that is not biologically possible.