The strongest support for vegetarianism as a positive ideal anywhere in Torah literature is in the writings of Rabbi Abraham Isaac Hakohen Kook (1865-1935). Rav Kook was the first Chief Rabbi of pre-state Israel and a highly respected and beloved Jewish spiritual leader in the early 20th century. He was a mystical thinker, a forceful writer, and a great Torah scholar.
Rav Kook was a very prolific writer who helped inspire many people to move toward spiritual paths. He urged religious people to become involved in social questions and efforts to improve the world. His powerful words on vegetarianism are found primarily in "A Vision of Vegetarianism and Peace" (edited by Rabbi David Cohen).
Rav Kook believed that the permission to eat meat was only a temporary concession; he felt that a God who is merciful to his creatures would not institute an everlasting law permitting the killing of animals for food.  He stated:
According to Rav Kook, because people had sunk to an extremely low level of spirituality (in the time of Noah), it was necessary that they be given an elevated image of themselves as compared to animals, and that they concentrate their efforts into first improving relationships between people. He felt that were people denied permission to eat meat, they might eat the flesh of human beings due to their inability to control their lust for flesh. He regarded the permission to slaughter animals for food as a "transitional tax" or temporary dispensation until a "brighter era" is reached when people would return to vegetarian diets.  Perhaps to reinforce the idea that the ideal vegetarian time had not yet arrived, Rav Kook ate a symbolic small amount of chicken on the Shabbat day.
Rabbi Kook believed that the permission to eat meat "after all the desire of your soul" was a concealed reproach and a qualified command.  He stated that a day will come when people will detest the eating of the flesh of animals because of a moral loathing, and then it shall be said that "because your soul does not long to eat meat, you will not eat meat."  Along with permission to eat meat, Judaism provides many laws and restrictions (the laws of kashrut). Rabbi Kook believed that the reprimand implied by these regulations is an elaborate apparatus designed to keep alive a sense of reverence for life, with the aim of eventually leading people away from their meat-eating habit. 
According to Rav Kook, all the laws and restrictions serve to raise the consciousness of Jews, to get them to think about what they are eating, and to decide if the fare meets religious requirements. The eating of meat is thus not taken for granted, and this mandated consideration of what is on the plate can be a first step toward rejecting meat consumption.
This idea is echoed by Torah commentator Solomon Efraim Lunchitz, author of K'lee Yakar:
Rav Kook saw people's craving for meat as a manifestation of negative passions rather than an inherent need. He and Joseph Albo believed that in the days of the Messiah people will again be vegetarians.  Rav Kook stated that in the Messianic Epoch, "the effect of knowledge will spread even to animals...and sacrifices in the Temple will consist of vegetation, and it will be pleasing to God as in days of old..."  They based this on the prophecy of Isaiah:
Rabbi Kook believed that the high moral level involved in the vegetarianism of the generations before Noah, is a virtue of such great value that it cannot be lost forever.  In the future ideal state, just as at the initial period, people and animals will not eat flesh.  No one shall hurt or destroy another living creature. People's lives will no longer be supported at the expense of the lives of animals.
In his booklet which summarizes many of Rav Kook's teachings, Joe Green, a recent Jewish vegetarian writer, concluded that, in adopting the diet that will be used during the time of the Messiah, Jewish religious ethical vegetarians are pioneers of the Messianic era; they are leading lives that make the coming of the Messiah more likely. 
Today most Jews eat meat, but the high ideal of God, the initial vegetarian dietary law, still stands supreme in the Bible for Jews and the whole world to see, an ultimate goal toward which all people should strive.
Schwartz Collection on Judaism, Vegetarianism, and Animal Rights