I have a rash on my hands, arms, small of my back, thighs, knee caps and elbows. The rash is itchy and burns and painful.?

Psoriasis. Can involve the areas that you mentioned but is usually not itchy or burning but can be. Other skin conditions such as eczema can be itchy and blotchy.