Are sulfur and sulfate the same thing -?

No.

Sulfur is one of the chemical elements. Its a fairly soft yellow substance.

There are many sulfates. Each of them is a combination, or chemical compound, of sulfuric acid with some other substance, often a metal. For instance, epsom salts is magnesium sulfate the sulfuric acid 'salt' of the metal magnesium.