If you're hoping to get lost in the rain on your romantic getaway, take a look at these details about year-round temperatures in Leh: The hottest months are usually August and July, with an average temperature of 1°C, while the coldest months are January and December, with an average of -21°C. Average annual precipitation for Leh is 399 mm.