Yes and No.
Most paintings don't have (much) value. Behold my latest work, the brown ring of quality... do I hear... 5 cents?
A few paintings have value, primarily due to the fame of the artist or the history of the piece (It hung <place>). Supply is frequently capped by the fact the artist is dead...