 McClelland was born in Lancaster County, Province of Pennsylvania.Later he moved to Westmoreland County and taking up a tract of land in Franklin Township, lived in that part which fell within Fayette County, Pennsylvania on its organization in 1783.He married Martha Dale on November 12, 1759, and was either the founder or co-founder of McClellandtown, Fayette County, Pennsylvania.