A galactose-free diet is crucial for individuals with galactosemia, a genetic disorder that impairs the body's ability to process the sugar galactose, commonly found in dairy products. This diet involves the strict elimination of all sources of galactose to prevent severe complications such as liver damage, cataracts, and intellectual disabilities.