When we speak of synonymy, we mean ‘loose’ or ‘relative’ synonymy, where we find not only a significant overlap in meaning between two words, but also some contexts where they cannot be used interchangeably.
John found/discovered the basketball in the grass.
Maria Curie discovered radium in 1898.
*Maria Curie found radium in 1898.
discover: be the first one to come across something