If I wanted to purchase an investment property with a conventional mortgage, would I still be eligible to use a FHA loan down the road?

Yes. FHA does not cap on the number of homes a borrower can own. However, FHA does restrict borrowers from having more than 1 FHA mortgage unless you meet some exceptions.