Ok, that is very helpful thanks. That is a very reasonable possibility as to what happened. Is there a way I can confirm that by looking at my previous transaction history?
Unfortunately no. You will just have to try to remember if you made any transactions in the past few days.
As a bitcoin newbie I thought blockchain.info's wallet was one of the safest choices. What are better options?
Blockchain.info's wallet is one of the worst wallet choices available. You should use any wallet listed here:
https://bitcoin.org/en/choose-your-wallet. All wallets listed there are vetted before being listed. Notice how blockchain.info is not listed. Read the descriptions provided and the descriptions of the ratings for the various security and privacy aspects of each wallet.
I recommend that you use Electrum.
There is also Bitcoin Core wallet (but if you don't mind downloading 60-ish GBs of data, and you may encounter a few issues as well).
The blockchain is actually at ~110 GB right now. However pruning can be enabled to save space on the hard drive. Pruning will not effect the time it takes to download and verify the blockchain though as the whole thing will still need to be downloaded and verified (i.e. bandwidth is consumed, but not disk space).