1 Eczema-This is a broad disease condition that has many subtypes that are mostly characterized by itchy palms, feet, and the skin in general. 2  A less common type of eczema is known for its hallmark symptoms of itchy palms and soles of the feet. 3  This condition is known as dyshidrosis or palmoplantar dermatitis.