Pelotte was born on April 13, 1945, in Waterville, Maine, to Norris Albert Pelotte and Margaret Yvonne LaBrie Pelotte.
At age 33, he became the Provincial Superior of the Congregation of the Blessed Sacrament and was the youngest major superior of a religious community of men in the United States at the time.