yep, aphids. They're a royal pain to get rid of. I had to manually submerge anything floating once a day, let the aphids float to the top, then net up any that I saw.
Do this every day for weeks on end. When their numbers started to decrease, I then started squishing any I saw between my fingers while cackling maniacally..
After a month or so, they finally disappeared.