Can I resolve the Canon E410 yellow blinking light issue without replacing any ink cartridges?

It's possible, but less likely. Cleaning the print heads thoroughly is the first step. Also, ensure that the ink cartridges are compatible with the E410 model. Sometimes, even compatible cartridges can have manufacturing defects. A full system reset of the printer might also help, but this is usually accessed through the printer’s menu.