Original: The linseed oil itself comes from the flax seed, a common fiber crop. It is interesting to note that linen, an important "support" for oil painting (see below) also comes from the flax plant.
Simplified: Linseed oil, which is the main type of oil used for oil painting, comes from the flax seed.