Leh Palace is located in Leh, which is in the Ladakh region. Historically, Ladakh was part of Jammu and Kashmir state before becoming a Union Territory in 2019. The other options - Gujarat, Himachal Pradesh, and Rajasthan - are all in different geographical regions of India.