Was the first 'Thanksgiving' feast actually along the Rio Grande?

Thanksgiving is steeped in stories of pilgrims and native people enjoying a harvest feast in Plymouth. But historians say the first "Thanksgiving" was 23 years earlier, in 1598 along the Rio Grande.