The church's origins are debated: one account suggests building work began in the early 12th century, while other sources place the present stone church in the 13th century, noting that an earlier wooden chapel at Västerhus served the parish before that. The two buildings may have been used side by side until around the end of the 14th century. The medieval church had a nave, a narrower chancel with a straight end, and a substantial tower. In the 18th century the upper part of the tower collapsed or was deliberately reduced, and its lower section now forms the church porch; windows and doors were also enlarged or moved at this time.
A serious fire in 1898, reportedly started while workmen were fitting a lightning conductor required by the church's insurers, left little standing but the walls, though the furnishings were saved. The building was subsequently restored towards its earlier appearance, with a further renovation in 1929–1930 reinforcing the 18th-century character of the medieval structure. Smaller extensions were added near the sacristy and porch in the later 20th century.
Inside, look for the 13th-century reliquary shrine set in a chancel niche, and the sacrament cabinet on the north side of the chancel, marked by a red lamp indicating the presence of the consecrated host. Two medieval painted images of saints — the Virgin Mary and the church's patron, St Olav — recall the building's role as a pilgrimage church on the route to Olav's shrine in Trondheim; the St Olav Way (S:t Olavsleden) still passes close by, and a pilgrim stamp can be found near the free-standing bell tower. Other furnishings include a limestone font given in 1698, an altar arrangement from 1708, and a rococo pulpit carved in 1781 by Johan Edler the Elder. The organ, first installed in 1857, has been rebuilt more than once, most recently by the Danish firm Marcussen & Søn.
The detached, shingle-clad bell tower dates from 1754. Its larger bell, known as the Birgitta bell, carries a foundry mark suggesting a 14th-century Stockholm origin, and tradition links it to St Birgitta's legendary pilgrimage through Frösön towards Trondheim — though this remains a traditional association rather than a documented fact.
Archaeological excavations beneath the chancel in 1984 uncovered animal bones, mostly from brown bear, along with a decayed tree stump, radiocarbon-dated to around the 10th–11th centuries. Researchers have interpreted this as the remains of a pre-Christian sacrificial site, suggesting the church may have been built directly on an earlier pagan cult place — a notable, if inevitably uncertain, example of continuity between pagan and Christian worship on the same ground. The composer Wilhelm Peterson-Berger, who drew inspiration from the surrounding landscape for some of his best-known pieces, is buried in the churchyard, close to his former home, Sommarhagen.