How do I access unlocked weapons in Dead Cells?

After you have unlocked the weapon by spending 10 cells, and getting it right there, it starts to spawn randomly in the dungeon. It can also be a starting weapon, if you have unlocked the randomization for those. As quite a lot in this game, and typical for a rogue-lite, much of the game is randomised.