It's a combo of bad randomness luck and stamp rarity :) Currently your best bet is to open mystery packs: there's a small chance to spawn off-season seasonal stamps (i.e. halloween) and the pack itself has the highest number of stamps in it's exclusive pool, so it's likely that you haven't drawn every stamp from there yet.