Ledger transactions pop up error with Gas Price set to 1

[FlamesOGK]

Found a small glitch on ForkDelta. I used 1 GAS for this transaction and ForkDelta said they couldnt process the withdrawal for not having enough funds yet on EtherScan it went through, minutes later it withdrew out of ForkDelta into my wallet.

• TXID
  https://etherscan.io/tx/0xe36d544bf0310147f21336505fac2f03d934912c06b824d1da4512758c853d24

[JonathonDunford]

With my Ledger, I can confirm that when you set the gas price to 1 and submit a transaction, this error message pops up:

There was a problem with your Ledger transaction. Make sure you have enough ETH in your "Wallet" column to pay for the gas fee. If you already have a pending transaction (enter your address on Etherscan to find out), please wait for it to confirm, or increase your "gas price" (in the upper right dropdown) and try again.'

This is the error that is logged in the console:

Object
errorCode: 5
__proto__: Objectconstructor: ƒ Object()hasOwnProperty: ƒ hasOwnProperty()isPrototypeOf: ƒ isPrototypeOf()propertyIsEnumerable: ƒ propertyIsEnumerable()toLocaleString: ƒ toLocaleString()toString: ƒ toString()valueOf: ƒ valueOf()__defineGetter__: ƒ __defineGetter__()__defineSetter__: ƒ __defineSetter__()__lookupGetter__: ƒ __lookupGetter__()__lookupSetter__: ƒ __lookupSetter__()get __proto__: ƒ __proto__()set __proto__: ƒ __proto__()

main.js:1 Error Failed to sign transaction

However, my transaction didn't actually go through like @FlamesOGK reported above.

I also tried this with just the Private Key method and the Private Key method worked, so it seems that this is a bug exclusive to Ledger.