What type of papers are you using ?

Use a nanoporous paper rather than resin coated for increased water resistance.

Acrylic sealing sprays tend to be expensive and only suitable for exhibition prints.

And every one said, 'If we only live,
We too will go to sea in a Sieve,---
To the hills of the Chankly Bore!'
Far and few, far and few, Are the lands where the Jumblies live;
Their heads are green, and their hands are blue, And they went to sea in a Sieve.

Edward Lear
http://www.nonsenselit.org/Lear/ns/jumblies.html