Originally called No. 5 (or Webb's Pond Plantation), it was first settled in 1800 by Nathaniel Kittredge and his family from Chester, New Hampshire.
Weld is located on a fairly level area of gravelly loam almost surrounded by mountains, some of which are beyond the town's limits.