You can visit Israel at any time during the year: it all depends on the region you would like to visit. The north can experience cold winters, whereas the southern climate is almost unbearable in the summer. If you want to go walking, go in March or April. Also make sure you don't travel during a Jewish festival: the country stops and you risk becoming trapped by the celebration period.