People often quote the Hindenburg disaster showing that hydrogen in dangerous, but if you look carefully you can see that the hydrogen has floated up above the rest of the airship, and is burning well away from anything important.

It can mix with air to form an explosive, just like gas/petrol vapour or propane/butane - but when spilt, it's less likely to hang around and be a fire risk than a heavier fuel.